{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "e66aebb2",
   "metadata": {},
   "source": [
    "# 获取数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "8233da91",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas_datareader as pdr\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import os\n",
    "import matplotlib.dates as mdates\n",
    "import matplotlib as mpl\n",
    "\n",
    "mpl.rcParams['figure.figsize'] = [16.0, 6.0]\n",
    "mpl.rcParams['figure.dpi'] = 80\n",
    "mpl.rcParams['savefig.dpi'] = 100\n",
    "\n",
    "mpl.rcParams['font.size'] = 12\n",
    "mpl.rcParams['legend.fontsize'] = 'large'\n",
    "mpl.rcParams['figure.titlesize'] = 'medium'\n",
    "\n",
    "mpl.rcParams['axes.grid'] = 'True'\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "id": "fcb45a53",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pdr.get_data_tiingo('601398', start='2020-01-01', end='2021-08-11', api_key=os.getenv('TIINGO_API_KEY'))\n",
    "df.reset_index(level=0, inplace=True)\n",
    "df.index = df.index.date"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9e546198",
   "metadata": {},
   "source": [
    "# 定义ema的时间窗口"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "e54b0249",
   "metadata": {},
   "outputs": [],
   "source": [
    "ema_long = 26\n",
    "ema_short = 12"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c2c9744b",
   "metadata": {},
   "source": [
    "# 计算MA和EMA"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "d42d172f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "df['ema_long'] = df['adjClose'].ewm(span=ema_long, adjust=False).mean()\n",
    "df['ema_short'] = df['adjClose'].ewm(span=ema_short, adjust=False).mean()\n",
    "df['ma_long'] = df['adjClose'].rolling(window=ema_long).mean()\n",
    "df['ma_short'] = df['adjClose'].rolling(window=ema_short).mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b180d631",
   "metadata": {},
   "source": [
    "# 比较EMA和MA的差别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "id": "88809cfe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ma_short</th>\n",
       "      <th>ema_short</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2020-01-17</th>\n",
       "      <td>5.335246</td>\n",
       "      <td>5.307076</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-20</th>\n",
       "      <td>5.325483</td>\n",
       "      <td>5.300318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-21</th>\n",
       "      <td>5.308960</td>\n",
       "      <td>5.284894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-22</th>\n",
       "      <td>5.295442</td>\n",
       "      <td>5.274616</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-23</th>\n",
       "      <td>5.273662</td>\n",
       "      <td>5.256214</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-24</th>\n",
       "      <td>5.259393</td>\n",
       "      <td>5.240643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-27</th>\n",
       "      <td>5.245124</td>\n",
       "      <td>5.227467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-28</th>\n",
       "      <td>5.230854</td>\n",
       "      <td>5.216318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-29</th>\n",
       "      <td>5.215083</td>\n",
       "      <td>5.206885</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-30</th>\n",
       "      <td>5.198560</td>\n",
       "      <td>5.198903</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-31</th>\n",
       "      <td>5.186544</td>\n",
       "      <td>5.192149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-02-03</th>\n",
       "      <td>5.158005</td>\n",
       "      <td>5.144839</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            ma_short  ema_short\n",
       "2020-01-17  5.335246   5.307076\n",
       "2020-01-20  5.325483   5.300318\n",
       "2020-01-21  5.308960   5.284894\n",
       "2020-01-22  5.295442   5.274616\n",
       "2020-01-23  5.273662   5.256214\n",
       "2020-01-24  5.259393   5.240643\n",
       "2020-01-27  5.245124   5.227467\n",
       "2020-01-28  5.230854   5.216318\n",
       "2020-01-29  5.215083   5.206885\n",
       "2020-01-30  5.198560   5.198903\n",
       "2020-01-31  5.186544   5.192149\n",
       "2020-02-03  5.158005   5.144839"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[['ma_short','ema_short']].iloc[12:24]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a1085b79",
   "metadata": {},
   "source": [
    "# plot出来比较一下ema和ma的差别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "6814b165",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VEQgWC8s0FVpEREREREREJNp5PJ5Il9Asje1YvBj4wTCMMgJDWWzAFNM0SwzD6GYYRqlhGOMBTNMsME0zJ/gAgu12O03TdIf8HbQRpmny5vIcXA4bk/qlAzCyRypvXTeGTklx3Prmah79YmNwD8s6fthdTO/0ROwxFuLtVmJjLJoKLSIiIiIiIiIRs2rVKk477TRcLhfx8fGMGzeO+fPn17w+c+ZMsrKy+Oabbxg7dizx8fH07duXDz74AICHHnqIHj16kJSUxOmnn86+fbVXdD766KOMGTOG1NRUUlJSGD16dM25TfHII4/Qv39/4uPjcblcHHPMMbzzzjt1jvvss88YPnw4DoeDgQMH1nvMnDlzGDNmDPHx8SQnJ3PGGWewfv36WscEl1bPnj2bYcOGERsby+OPP052djYAV199NYZhYBgGzz//fJPfT2uKacxBpmme1sBr24GEBl6fS/1LpuUgW0tg095SZo7tgT3mQN7bOz2Rt68fy8znlvG3Tzawq6iCP5x2NDHWA8cUuCvZWVjO6J4dap5zOewUqGNRRERERERE5Mj08vlQsKXZpyf4fGC1tqwGVzZc+GqzTl2xYgXjx49n2LBhPP300zgcDp588kmmTJnCokWL6N27NwDFxcVceuml3HLLLXTp0oX777+fs88+mxtuuIENGzbw2GOPsWfPHn71q19xww038Prrr9fcY+vWrVx11VX06NEDr9fL7NmzOfXUU/noo4+YPn16o+p86aWXuPnmm7nrrrsYP3485eXlrF69mvz8/FrH/fjjj8yaNYs77riDjh078uCDD3Luueeybt26mvcyZ84cTjnlFCZNmsRrr71GaWkpd911F8cddxwrV64kMzOz5nobNmzgxhtv5Pe//z09e/bE5XLx9ttvc9ZZZ3HHHXdw2mmBKK5Xr17N+vNvLY0KFiX8Fu/2A4Fl0D/VKSmO168ZzbUvLuflpdvZW+zhnxcMI94e+A/EDwftrxiU4rBRqI5FEREREREREYmAW2+9lW7duvHFF19gtwe2bDvxxBMZOHAg9913Hy+88AIAJSUlPPnkk0yYMAGALl26MGTIEN5//33Wrl2LtToc/f777/nnP/+Jz+eree5vf/tbzf38fj+TJ09mw4YNPPHEE40OFhcvXszgwYO56667ap47+eSTASgqOjBQd//+/cybN48+ffoAMHz4cDp37szrr7/OnXfeCcDvfvc7evbsyUcffURMTCByGzNmDEcddRQPPvggDz30UK3rffLJJwwdOrTmueTkZAB69uzJ6NGjG1V/pClYjAIVVT6W7TXpl5HI0QeFgwdLjLPx3Mxjue2t1bzz7U4ufGYJz142klSn/cDgls4Hzk112vmukROlRURERERERCTKNLNTMKi0qKgmqGpt5eXlfPXVV9x5551YLBa8Xm/Na1OmTOGll16q+b3T6awJFQH69etXc5z1oI7Lfv364fV62b17N1lZgaas5cuXc/fdd7Ns2TL27dtXs31c3759G13ryJEjefzxx/nlL3/J6aefztixY3E4HHWO69OnT02oCJCenk56ejrbt28HwO12s2LFCu68886aUBEgOzubcePG8dVXX9W6Xo8ePWqFikeq5k6FlhD67Ic9lHkD3YqGcehV4/YYCw/NGMJ1E3vx7fZCzn5iEdvzyli7q26w6HLYKanw4vX5w16/iIiIiIiIiEhQfn4+Pp+P++67D5vNVuvx6KOPUlBQgN8fyCtSUlJqnRvsbnS5XPU+X1FRAcCOHTuYPHky+fn5/POf/2TRokUsW7aM6dOn1xzTGJdeeilPPPEES5cu5cQTTyQ1NZWzzjqLrVu31jouNTW1zrmxsbE19yooKMA0TTp37lznuIyMjDpLq+s77kikjsUo8ObyHCwGnDEs87DHGobBbdP70Tk5jrvfW8NZTywkxmIhMyWeZIet5riU6l8XllfRMSE2bLWLiIiIiIiIiBwsJSUFi8XCDTfcwKWXXlrvMRZLy3rd5syZQ1FREa+//npNByNAWVlZk65jGAbXXHMN11xzDQUFBXzyySfcfPPNnHfeeXzyySeNvo7L5cIwDHJzc+u8lpubWyeYbKix7EiijsUI21NcwbwN+xjUwWhSAHjpmB48cdEISiq85BZX1NpfEQIdi4D2WRQRERERERGRVuV0Ohk/fjyrVq1i+PDhHHPMMXUeLRUMEG22A01WGzZsYOHChc2+psvl4rzzzmPGjBl8//33TTrX6XQyYsQI3njjDXw+X83z27ZtY9GiRUycOPGw14iNDeRC5eXlTbp3JKljMcJW7SjEb8KQjk1PqqcPzOClq0Yx69WVTO3fqdZrwY7FfLcmQ4uIiIiIiIhI63rooYeYMGECJ554IldeeSWdO3dm//79rFixAp/Pxx133NGi60+ZMoWYmBguvfRSbr75Znbv3s3dd99Nt27dapZZN8bPf/5zEhMTGTNmDOnp6WzYsIH//ve/TJs2rck13XfffZxyyimceuqpXH/99ZSWlnL33XeTnJzMzTfffNjzO3XqRIcOHXj11VcZPHgwTqeT7OxsOnTo0ORaWos6FiMszx3oKEy2N+/8Y3qksvD2ScwY2bXW86nOwAUL1LEoIiIiIiIiIq1s+PDhLFu2jA4dOnDjjTcybdo0Zs2axXfffVdrWEtzHX300bz00kts27aN0047jb/85S888MADTb72uHHjWL58Oddffz1Tp07l/vvv5+KLL66ZWt0U06dP54MPPqCwsJAZM2Zw7bXX0r9/fxYsWECXLl0Oe77FYuGZZ56hoKCAKVOmMHLkSGbPnt3kOlqTOhYjLL86WEy0h3ZtvZZCi4iIiIiIiEgk9e/fn1dfrX+6dVFREc8//3y9rwWnOx9s5syZzJw5s9ZzM2bMYMaMGbWeO//885tU42WXXcZll112yBoB5s6dW+/rPx3wAoFwcfr06Q3e81DXAzjjjDM444wzGjw/mqhjMcL2l3oASLQd5sAmCi6FLijTUmgREREREREREQk9dSxGWE3HYoiDxWDHopZCi4iIiIiIiEh75PP56u1+DLJYLC2eTt3e6U8vwvLdlTjtVmzWEC+FDu6x6FawKCIiIiIiIiLtz+TJk7HZbId8XHHFFZEu8YinjsUI219aSYeEWCC0AWBSXAxWi6Gl0CIiIiIiIiLSLv3rX/+ipKTkkK937NixFatpmxQsRli+20Pn5HhCHSwahkFKvE3DW0RERERERESkXerbt2+kS2jztBQ6gkzTJN9dSYfqZcuhluKwqWNRRERERERERETCQsFiBBVXeKnymXRICE+w6HLYtceiiIiIiIiIiIiEhYLFCApOhE51xobl+i6nncLyqgYnIImIiIiIiIiIiDSHgsUIynd7AMK2FNrlsOHzmxRXeMNyfRERERERERERab8ULEbQ/tJAx2I4l0IDGuAiIiIiIiIiIiIhp2Axgg4shQ7X8JbAdTXARUREREREREREQk3BYgQFg8WOCeHZYzHVaQPQABcRERERERERkZ+YOXMmWVlZrXKve+65hy+++KJV7tWaFCxG0P7SwB6L4e9YDG+wuGRzHvM37gvrPUREREREREREjlT33nuvgkUJrXAvhXa1wlLotbuKufTfX3PLG6vCdg8RERERERERkSORx+OJdAlhpWAxgvLdlSTExhBns4bl+i5HYCl0uIa3lHq8/OLlFVR6/ewp9lBR5QvLfURERERERETkyHLPPfdgGAbr1q3jxBNPxOl00q1bN5577jkAXn31Vfr160dCQgInnHACP/74Y825r776KpMmTSItLY2EhASGDRvGCy+80OQaXn75ZYYNG0ZCQgJJSUkMGjSIf/3rX3WO+/bbbxk/fjwOh4M+ffrw5JNP1jnm66+/ZsqUKSQkJOB0Opk8eTJff/11rWOCS6sXL17M2LFjiY+P5ze/+Q2GYQBw//33YxgGhmFwzz33NPn9RKOYSBfQnu0vrQxbtyKAq/ra+WHYY9E0Te58+zs273eT5Yonp6CcnYXl9EpLCPm9RERERERERNqbX37+S3aU7Gj2+T6/D6ulZY1MXRO78s/J/2zRNc4991yuvvpqbrnlFh5//HGuuOIKNm7cyOeff84DDzxAVVUVs2bN4sILL2Tp0qUAbN68mXPOOYfbb78di8XCvHnzuOqqqygvL+faa69t1H0XLFjAxRdfzI033shf//pX/H4/69ato7CwsNZxxcXFXHjhhfzqV7/irrvu4rnnnuO6666jb9++DB8+HIDVq1dz/PHHM2DAAJ5//nkMw+CBBx7g+OOPZ8mSJQwZMqTmekVFRZx//vnccsst/PGPfyQ+Pp4LLriAMWPGMHPmTK655hqAVtvbMdwULEZQvttD5+T40F9410pISCfFmQFAYRiWQr+6bAfvrdrFtAGdmHBUGr9793tyChQsioiIiIiIiMgBt956K5deeikAxxxzDLNnz+Zf//oXK1eupGvXrgDs3r2bWbNmsW3bNrp3786dd95Zc77f72fixIns3r2bJ554otHB4pIlS0hJSeHhhx+ueW7atGl1jispKeHxxx/nhBNOAGDChAl8/PHHvPLKKzXB4h/+8AdiY2P5/PPPSUlJAWDq1Kn06NGDe++9l7fffrvmeqWlpbz44oucfvrpde6VmZnJ6NGjG1X/kULBYoSYpkm+u5JBmcmhvfCulfDURLBYiRl0LsPjRlBQ1iGkt1i7q5i731tDliuev54zhJU5hQDkFJSF9D4iIiIiIiIi7VVLOwWLiopITg5x5tAMJ510Us2vXS4X6enpDBs2jKSkpJrn+/XrB8COHTvo3r07Gzdu5K677mLevHnk5ubi9/sBiI2NbfR9R44cSUFBARdffDHnn38+xx13XE0oeDCHw1ETKgbvcdRRR7F9+/aa5+bNm8epp55a6/ykpCROO+00Zs+eXet6NpuNU089tdF1Hum0x2KEFFd4qfKZoV8K/fkfAj8zR8CqV3ibW7hpz52w4RPwt3wPxI17SrjqhWWYpsmjFw4n2WEjyxXouswpKG/x9UVERERERESk7XC5XLV+b7fb630OoKKigtLSUqZOncqqVat44IEHmD9/PsuWLeOKK65o0iCU448/njfeeIMdO3Zw5plnkpaWxpQpU1i9enWD9UEgXKyoqKj5fX5+Pp07d65zXEZGBgUFBbWeS0tLw2oNzyyNaKSOxQg5MBG68Wn7YW2ZBz9+DoNmwNlPw87lLHjhbsZULoSXz4XELjD0Qhh2EaT2bPLlv96Sz1UvLKOs0sffzh3C0K4pUOmm654vGGVsIKegS+jei4iIiIiIiIi0O4sXL2bbtm3Mnz+f4447ruZ5r9fb5Gudc845nHPOOZSWljJ37lxuu+02pk+fTk5ODhZL43vtUlNTyc3NrfN8bm5unWAyOKilvVCwGCF5pYGUvWNCiDoWTRM+uxcsMXBC9V4EmSN4pvNd/P7HdXw5eSesfAnm/y3w6DoKBpwO/U+DlK6Hvfy3e7y8Nv9LXJZKnj2rFyMt8+HV2bDpc+zecl6OtfDYrlJgWJ1zF+5cSF5FHj/r+bN29/9gIiIiIiIiItJ4ZWWBbdZsNlvNcwUFBfzvf/9r9jUTEhI49dRT2bx5M7NmzSIvL4+0tLRGn3/88cfz4YcfUlJSQmJiIhDYm3H27NlMnDixUdew2+2Ul7e9lZ4KFiMkr6ZjMUTB4roPYOc3MPJqSM2uedrlsDPX24HycRcRf/xvYMtX8O2LsH4O7FgKH98JXYYHzqksgyo3VLoDv650Q5Ubb0Upt/s93B782/J+9U/DAt3HQZ9p7P/8UW4s+Tt8nQnHXl1zf9M0+ce3/2Bt3lo+2foJd425i3RHemjes4iIiIiIiIi0KWPHjiUpKYkbbriBe++9F7fbzf/93//RsWNHioqKGn2du+66iz179nDCCSfQpUsXcnJy+Mc//sHQoUObFCoC/P73v+f9999n8uTJ3HbbbRiGwZ///GfKysq46667GnWNAQMG8MEHHzB9+nRcLhddunShS5cjf+Wn9liMkPxQBot+X2BvRZsDJtxa66UURyDhLyirBIsVek2Cc/4Nv/kRznsJBp8HeZvg+7cCy6hzv4OSPWD6MJ0d2GbtxldVA/iU0ZQOOB+OvQaOuwlOexRu2Qgz34dxN/Joj3/yo78zfHgLLDqwwaxhGDw19SlO7XkqX+V8xRn/O4P3fnwP0zRb/r5FREREREREpE1JS0vjnXfewefzcc4553DHHXdw1VVXcfHFFzfpOqNGjWLr1q3cdNNNTJ06ldtuu43jjz+eDz74oMk1DR48mLlz55KUlMRll13GJZdcQkJCAl999RVDhgxp1DUeffRRnE4nP/vZzxg5ciRPPfVUk+uIRupYjJADS6FDsMfiqldh/3oYfwskdqr1kssRCC4LyirpkhJ/4AVbPPQ/NfDw+8D0g/VAm7HH6+PWN1bz3uZdDO+WwkXdSkg4dfohS0hI7875a3/Pwi6PYP/kd+CrhPE3A5Acm8yfxv+Jad2n8Yclf+C3C37Lh5s/5IahNzAobVDL37+IiIiIiIiIRJV77rmHe+65p87zW7duBajVfThx4sRaDUiTJk3i22+/rfeajXXKKadwyimnNHjM888/X+/zc+fOrVPjqFGj+Oyzz5p1PYBx48axfPnyBs8/EqljMUJCshTa74eNn8KX90O8C8bdWOcQV/X1C9xVh76OxVorVCyuqOLy55bx3qpdTBvQiZevHk2CreG9EbNc8ewjhWUT/wvpA+CL+6F4d61jTuh2Au+e/i4/6/kzFu5ayIUfXsjPP/k5y3KXqYNRREREREREROQIo2AxQlq0FLosP7Dc+J/D4aVzoGQ3TP0DxCXXOdR18FLoRsgtqmDGk4tZ9GMel4zuzhMXjyDOdvgx6VkuBwBby+MCw2NMX2Avx59Ijk3mj+P/yNunvc3J2SezNHcpV3x8BZfNuYz5OfMVMIqIiIiIiIhIg/x+P16v95APn88X6RLbDQWLEZJXWklCbEyjQrsau1fB/34BDw2AT34HnmI47tcwazUMv7TeU4JLoQsbESxu2FPCWY8vZF1uCb+Z3pc/nH40VkvjpjhnuQLLrHMKyuGokyCxMyx/PrDMuh59XH3484Q/M/uM2ZzV5yy+2/8d139+Pee9fx6fbfsMv+lv1H1FREREREREpH254oorsNlsh3xMnjw50iW2G9pjMULy3JWN61b0emDt/+DrpyHn68BzmccEJi8POANscQ2efmB4SwNLoYGlm/O4+j/fUFbp46EZQzhreFZj3kaNzJSDgkVrDAy/DL56ADZ+An1POuR53ZK6ce/Ye7luyHU89/1zvLXxLW6aexO9kntx5aArOSn7JGIs+msqIiIiIiIiIgH33HMPv/jFLw75emJiYitW074psYmQfLen9jCVnyrKgW+egxUvgHsfWGNh6EUw8irIHN7o+wQ7Fr/ZVsAb3+yo95g8dyUPfbIBe4yF5y4fyfg+TRu7DhBns5KWGEtOQVngieGXwry/wrJnGwwWgzKcGdwx6g6uHnw1/137X15d9yp3LriTx1c+zpWDruS0Xqdht4ZggraIiIiIiIiIHNF69OhBjx49Il2GoGAxIkzTJN9dyaDMunsi4imF934Z6FI0fZDSDabcC8MuAWeHJt8r1WknzmZh3oZ9zNuw75DHpSXG8vzlIzm6Sz01NVKWKz7QsQiQnBkIFNd9AAVbwdWjUdfoGN+Rm0bcxBUDr+DldS/z4toXuXfxvTy/5nleOeUVEu361kFERERERETaDsMIbEGmmQPSFMG/L8G/P5GiYDECiiu8VPnM+pdCL34M1rwN2RNg9A3QZ2pganMzxdmszP7FcewIdhIewtCurpZNqCYwwOXb7YVUVPkCe0ceczmsex+WvwBT7m7StZJjk7luyHVcOuBSHlv5GP9d+1/e+/E9Lup/UYtqFBEREREREYkmFosFq9VKRUUFCQkJkS5HjhAVFRX4/X4slsiOT1GwGAHBidAdEmJrv1BeEAgWU3vCxe8E9ioMgT6dEunTKfydfl2rB7jsLCynV1oC9JwU6FT89r8w8Q6IaXpw6bQ5+eWwX/Lupnd5ff3rXNjvwoin8SIiIiIiIiKhlJaWxs6dO8nMzCQuLi4k/+71+/1RPR052uuD6KzRNE0qKirYuXMnJSUlkS5HwWIk5JV6AOjw0w7BxY+DpwhO/mvIQsXWlOVyAIEBLr3SEsBigRGXw2d3w7rZMPDsZl03Piae03udzos/vMjyPcs5JuOYUJYtIiIiIiIiElEulwuAXbt2hSzIKi8vJz6+gdkOERbt9UH01mi1WklPT2fr1q2RLkXBYiTkVXcsHrz02FZVAsufgA59YNA5kSqtRbKqOxZ35B+07HrYxfDl/YEhLs0MFgFm9J3Biz+8yOvrX1ewKCIiIiIiIm2Oy+XC5XLh9/tDst/iZ599xpQpU0JQWXhEe30QnTUahhHx5c8HU7AYAfUthe6xezZUlsDEh1u0p2IkBYPFmgEuAM6OMPAcWPUybPgYjjqxWdfOTs5mVMYoPt3+KfvL99MxvmMoShYRERERERGJKqEMjazW6M4Xor0+ODJqjKToiTjbkTpLod376bb7I0jrD0efGcHKWqZLSjBY/MmgmMm/B5sTPvoNVFU0+/rn9j0Xr9/Lu5vebUGVIiIiIiIiIiISCgoWI6DOUuiFjxDj98DE24/YbkUITKBOT4yt3bEIkNQFJt4GBVth0T+aff1J3SbRMb4jb6x/A58/ujZPFRERERERERFpbxQsRkD+wcFi6V74+mlKHN2h/2kRrqzlslzxdYNFgFHXQce+MP/BQMDYDDaLjbP6nMUu9y4W7lrYskJFRERERERERKRFFCxGQF5pJQmxMcTZrPDVX8Bbzqau5wamKB/hslwO9pd6qKj6SUdhjD0w7dpbAXPuaPb1zz3qXCyGhdfXv97CSkVEREREmu6peT9y9/++j3QZIiIiUeHIT7KOQHnuSjok2CHvR1j+HHQdxV7XyEiXFRL1DnAJ6nl8YDL0+g8Dg1yaIcOZwYSsCczLmceO4h0tKVVEREREpMneX72bF5dur/tFuoiISDukYDEC8t2ewDLoz/8Afi9MuRcMI9JlhUSWywHUM8AlaNr/gT0B3r0ePr0bdn0Lptmke1w64FJMTJ7+7umWlisiIiIi0iSlHi8+v8mmvaWRLkVERCTiFCy2MtM0yXdXckzMZlj7LvQ9GbqPiXRZIdNgxyIEBrmc9k+IiYWFD8NTE+EfQ5sUMo7MGMnIjJG89+N77ChR16KIiIiItJ4yT6BTcV1uSYQrERERiTwFi62suMJLlc/P+YXPgGGByXdHuqSQOmywCDDwLPjV93DFJzD6evBV/SRkvOuwIeN1Q67DZ/p4erW6FkVERESk9bgrvQCszy2OcCUiIiKRp2CxleWVephoWUmvspUw7GJI7xfpkkKqS0owWDzEUuggiwW6jYLpf6onZHwkEDI+MiQQMu5cUSdkrNW1qL0WRURERKQVmKaJ2xMIFtWxKCIiomCx1eWXlHN7zKt4LXEwsfnTkaNVnM1KemJswx2LP3WokNHvDYSMT58A/xoPFbW/FQ52LT713VMhfhciIiIiInV5vH781d93/7BbwaKIiIiCxVYW+8Ob9LPs4MdelwT2G2yDslzxTQsWD/bTkPHKT2HweZD7HXz7Yq1Dg12Ls3+czX7v/hBULiIiIiJyaKXV3YoA+0s97C/1RLAaERGRyFOw2MqSBp/Kyu5XYD/+15EuJWw6JcWR7/bg8zdt2nMdFgt0PRZ+9g9wdIClT4LfV+uQYNfi5+7PW3YvEREREZHDCA5ucditAKzXcmgREWnnFCy2su5duzL08r+TndU2uxUB0hJj8ZuQ5w7RN7i2ODjmSijcBus/rPVSsGtxeflydpfuDs39RERERETqEexYHNo1BYAfdmuAi4iItG8KFiXk0hJiAdhXEsKlISOvAosNljxR56WL+l+EHz+fbf8sdPcTEREREfmJsuqJ0MO7uQANcBEREVGwKCGXlhiGYDGxEww6B7YthF0ra700tstYbNj4cseXobufiIiIiMhPBDsWM13xdEqK1VJoERFp9xQsSsiFJVgEGH1d4OfSJ2s9HR8Tz1GxR7F8z3IKKwpDe08RERERkWpllYE9Fp2xMfTNSGLDnhK8Pn+EqxIREYkcBYsScjXBYqin5HUeAt2Pg+/ehJLcWi8dHXs0ftPPvJ3zQntPEREREZFq7uqORafdSv+MRDxeP1vzyiJclYiISOQoWJSQC1vHIgS6Fv1VsOzZWk8PiBuAxbDwxfYvQn9PEREREREOChZjY+jXORHQZGgREWnfFCxKyHVwhjFY7HsSuHrAN89C5YFvhxMsCQxNG8qiXYuo8FaE/r4iIiIi0u65g0uh7TH07ZQEwLpcTYYWEZH2S8GihJw9xoLLYQtPsGixwphfQFkefHl/rZcmdZtEubecJbuXhP6+IiIiItLuHehYtNIr3UmMxeCH3epYFBGR9kvBooRFWmJs6PdYDDrmCsgaCYsfgx3Lap6e1HUSgKZDi4iIiEhYHDy8JTbGSq+0BNbvUceiiIi0XwoWJSzSEmPD07EIga7F0x8Dqw3+dz1UBZY+d03qSu+U3szdMRef3xeee4uIiIhIu1V60B6LAH0zEtmRX05JRVUkyxIREYkYBYsSFmkJsZRUeKmoClPAl9YXJt4O+zfAVw/UPH1C1xPIr8hn1b5V4bmviIiIiLRbZZWBYNFhswLUDHDZsEfLoUVEpH1SsChhEdbJ0EFjZ0HnobDwHySV/gjA5G6TAS2HFhEREZHQK/X4cNitWCwGAP0zggNcFCyKiEj7pGBRwqImWAzXPosA1pjAkmjDwsBNj4O3kgEdBpDuSOeL7V9gmmb47i0iIiIi7U6Zx4vDHlPz+74ZgY7FdRrgIiIi7ZSCRQmLVulYBMgYCMf9isTyHbD+AwzD4ISuJ7C9ZDsbCjaE994iIiIi0q6Uerw4Y601v++cHEdSXAzrcjXARURE2icFixIWaQlxQCsEiwAjr8bEgFWvAXBar9MA+M/a/4T/3iIiIiLSbpRV+nAe1LFoGAZ9MxLZuLc0glWJiIhEjoJFCYtW61gESOzE/pShsOlTKN3H4LTBHJtxLB9s/oCdpTvDf38RERERaRfKKmt3LAJ0SoqjsKyKKp8/QlWJiIhEjoJFCYtW2WPxILvSJoDfC9+/BcCVg67EZ/p4/vvnW+X+IiIiItL2BZZCx9R6roPTDkBBWWUkShIREYkoBYsSFinxNmIsRut0LAJ7XSMhNglWvQzAmM5jGNBhAO9seof95ftbpQYRERERabt8fpOKKn+tpdAArupgMd+tYFFERNofBYsSFhaLQceE2FYLFv1WOww4HXavgj1rMQyDqwddjcfn4cW1L7ZKDSIiIiLSdrkrvQB1lkKnKlgUEZF2TMGihE1aYmiCxa827OMPs9fi95sNHzjkgsDP1a8CMKnbJLKTs3lt/WsUV2pSn4iIiIg0X5nHB4Djpx2Ljuql0O6qVq9JREQk0hQsStikJcayr9SDaR4mEGzAK19v5/LnvubfC7ewef9hpu11GwMp3WD16+D3YTEsXDHwCkqrSnlt3WvNrkFEREREpNQT6FhMOMQei/nu1lmpIyIiEk0ULErYpCXEUun1U1zhbfK5pmny0KcbuOPt7zAMA4DcosN8WLNYYPD5ULIbtnwFwCnZp5DhzODFH17EXeVuch0iIiIiIhCYCA3g+MlS6AN7LKpjUURE2h8FixI2NZOhm7gcusrn57a3VvOPzzcyKDOZ+88YCMDuovLDnzzk/MDPVYHl0DarjSsHXkl+RT7nvX8e3+37rkm1iIiIiIjAgY7Fnw5vSdVUaBERaccULErYNCdYdHu8XP2fb3j9mxwm9k3j1Z+PZmBmMgB7iisOf4EOvaDrKPhhNnhKAJjRdwa3HnMru0p3cclHl/Dkqifx+pveRSkiIiIi7Vdwj0VnbP17LGp4i4iItEcKFiVsaoLF0sYFi/tKPJz/1BLmrt/HuSOyePrSY3DGxtApKQ6A3UWNCBYhMMSlqgxWB/ZVtBgWLj36Ul455RWyk7N5bOVjzJwzkx3FO5r+pkRERESkXaqZCm2vvRTaHmMhMTZGwaKIiLRLChYlbJrSsbhlv5uzn1jEdzuLuHFyH/5yzmBs1sBfzw5OOzar0biORYDBMyAuGZb+C/z+mqf7pvbl1VNf5ZIBl7Bq3yrOmX0O72x8p0XDZURERESkfXAfomMRAvssKlgUEZH2SMGihE1aQiBY3FvScCD47fYCzn5iETkFZfzprEH8eupRNQNbACwWg/TEuMZ3LNqdMPxS2L8BNn9R66VYayy/Gfkbnpr6FAm2BO5adBe/nvtrCisKm/TeRERERKR9CQ5vcf5keAsEgkXtsSgiIu2RgkUJm8Z0LH62dg8XPL2EskovT196DBcc263e4zonxzW+YxHg2J+DYYElT9b78pguY3j79LeZ2n0qn23/jLPeO4tFOxc1/voiIiIi0q7UDG+pp2Oxg9NOnrtSK2FERKTdUbAoYeOMjcFhtx4yWHxp6TZ+/t9vcNhjeOXq0Uzu3+mQ1+qUHMf+0koqvf5DHlNLSjfodwps+hT2b6z3kOTYZB48/kHuP+5+yrxlXPPZNTzw9QNUeJsQYIqIiIhIu1BWWb0U2l7PUmiHnUqvv+YYERGR9kLBooRVWmJsnWDRNE0e+mQ9v33ne7qmOnjrurEM6+Zq8DoZ1QNcmtS1OOq6wM+l/zrkIYZhcFqv03jzZ28yLH0YL/3wEue/fz7r8tc1/j4iIiIi0uY11LGY6rQBmgwtIiLtj4JFCau0hFj2/2Qq9MOfbeQfX2xicFYyb103luyOzsNep3NyM4LF7mMhYxCsfBnKCxs8NCsxi+dOfI4bh93ItuJtXPDBBXy9++vG30tERERE2rSy6mDRYa+7x2KqM7AFkPZZFBGR9kbBooRVWmIsee5KvL7AEmaP18cLi7fSs6OTV64eTcfqAS+H06m6Y7HRA1wADCPQtVjlhm//e9jDrRYrVw++mv+c9B8A/vntP7VPjoiIiIgAUOrxEWMxiI2p+0+oYMdinjoWRUSknVGwKGGVlhiLaR5YFvL5D3spLKvi/GO71ruM5FCa1bEIMPBscKbB10+Bv3F73gxKG8TpvU5n5b6VLN+zvGn3ExEREZE2qazSi8NuxTCMOq+5HHYAChQsiohIO6NgUcIqrbojcW/1PotvLs/BajE4Y2hmk67TrI5FAFscHHMFFG6Hl86Bgm2NOu3ygZdjMSw8890zTbufiIiIiLRJbo/3kF+MpzoDwaL2WBQRkfZGwaKEVVpiIFjcV+phb3EFX23Yx/FHpZFeHRQ2VjBYzG1qxyLAuF/B0Ivhxy/g8TGBYS7+hqdLd0/qzrTu01i4ayFr89Y2/Z4iIiIi0qa4K30KFkVERH5CwaKEVU2wWOLh3ZU78flNzhmR1eTr2GMsdEywk9vUjkUAuwPOeAwueQecHeCj38Bz02Hf+gZPu3LQlQA8+92zTb+niIiIiLQpZR4vznoGt8CBYFHDW0REpL1RsChhdXCw+ObyHJLjbUzun96sa2UkxzUvWAzqNQmuWxwY6LLja3jyOJj3N/BV1Xt4v9R+jM8cz6fbPmVL0Zbm31dEREREjnilDSyFToqzYbUY6lgUEZF2R8GihFUwWPxi3V427Cnl9KFdiI2p/5vew8lIimNvSQV+fwsmNccmwEkPwJWfgCsbvrgPnj4Bdq2s9/CrBl2Ficlz3z/X/HuKiIiIyBHNNE3KKn047PUHixaLgctho8Bd/xfWIiIibZWCRQmrDs5AsLh8WwFAs5ZBB3VKiqPKZ5IXim+Cux4L186HCb+BvT/A05Pgs3ugqrzWYcM7DWd4+nBmb55Nrju35fcVERERkSOOx+vH6zdJiD30F+Quh508t6cVqxIREYk8BYsSVvYYCy6HDYCjOiUwKDO52dfqnBwY4LKnOQNc6hMTC5N+Cz+fCxmDYMHfA8ujty2qddhVg67C6/fy0g8vhea+IiIiInJEKav0AeA4xFJoAJfTTkGZOhZFRKR9UbAoYRdcDn3OiCwMw2j2dYKToXe3ZJ/F+mQMgqs+h6l/gKIceO4k+ODmmu7F4zKPIzs5m7c2vkVZVVlo7y0iIiIiUc/t8QKQ0ECwmOqwU1hWia8l2/aIiIgcYRQsSthlJMdjtRicMTSzRdfpnBwPQG6oOhYPZo2BcbPg2oXQfRwsewY+vRsAwzC4sN+FlFSW8MGWD0J/bxERERGJau7KQLDoOMRUaIDUBDt+E4rK1bUoIiLth4JFCbs7T+7HM5cdQ3p1x2FzZSQHOh9zi8oPc2QLdOwNl70PXUfBsqdh9yoATut1Ggm2BF7+4WVMU99Ci4iIiLQnje1YBDQZWkRE2hUFixJ2/TKSOKFveouvkxHsWCwK86bYFguc/LfArz+4Gfx+HDYHZ/Q+g02Fm/g69+vw3l9EREREoorbU73H4iGmQkNgj0WAgjIFiyIi0n4oWJQjRkJsDAmxMaEb3tKQzoPh2J9DzjL49r8AXNDvAgwMDXERERERaWeCHYvOBqZCd3CqY1FERNofBYtyRMlIjmN3OJdCH+yEOyGhE3x2D5Tl0y2pGxOyJjB3x1xySnJapwYRERERiTh39VRoZyM6FhUsiohIe6JgUY4oGUlx7CmuvRT6+51FPLPGR3n1B76QiUuGafdDeX4gXAQu7H8hJiavrX8ttPcSERERkahVFhze0kDHovZYFBGR9kjBohxROiXFUerxUlJxYNrew59tZNlek5U7CkN/w0HnQI/xsOIF2L6UMZ3HkJ2czVsb36Ksqiz09xMRERGRqFPaiOEtLqcNgAIFiyIi0o4oWJQjSufkwGTp4D6L+0o8fLl+LwC5xWFYIm0YcMqDYI2Fd36OUVnKhf0upKSyhPc3vx/6+4mIiIhI1ClrxPCWDs5YQB2LIiLSvihYlCNKp+pgcXdRIFj838qd+PwmEMZp0Wl9YeofoGArfPgbTut1Gk6bk9fXv45pmuG5p4iIiIhEjcZ0LMbbrcTZLORrKrSIiLQjChbliNI5KRAs5hZVYJomb3yTg91qqX4ujENdRl0DvafCqpdxrPuQU3ueyvqC9azatyp89xQRERGRqNCYPRYhsM+ilkKLiEh7omBRjigZyQeCxTW7ilm/p4SzR2RiALnVy6PDwjDgjCfAmQbv/5rzukwA4PX1r4fvniIiIiISFdyew0+FBkhNsJOnYFFERNoRBYtyRKkJFosreHN5DgDnjexGsh1yi8O0FDooIQ3OeBI8RfT59H6Gpw3j460fU1hRGN77ioiIiEhEuSu9xNksWC1Gg8e51LEoIiLtjIJFOaKkOuzYrAbb88t4d+VOeqcnMCQrmZTYMC+FDuozBUZdBzuWcG6VlUp/Je9uejf89xURERGRiHF7vA3urxiU6rTjrvRRUeVrhapEREQiT8GiHFEsFoNOSXEs3LSfwrIqzhmRhWEYpMQa7Cvx4PX5w1/ElHsgayTTvn0blzWeNza8gd9shfuKiIiISES4Pb4GJ0IHuRx2AArLqsJdkoiISFRoVLBoGMY9hmH4DMMoPejxyiGOTTcM4wXDMLZUH7fVMIw/GYYRG9rSpb3KSIrDb4LFgDOHZQLgigW/CftKw7wcGsAWB+e/jD25G2fk72N7yXaW7F4S/vuKiIiISESUVXpx2Bse3ALQwRkIFvPcrfCZVEREJAo0pWNxsWmaCQc9LjjEcQnAemAKkFT98xTgzy0rVSSgU/U+ixOOSqNT9ZTolNjAfje5RWEc4HKwhHS48DXOLfdhmCavf/dc69xXRERERFpdqcfXqKXQrupgscCtjkUREWkfQr4U2jTNzaZp/tE0zR9N0/SbprkJ+DdwQqjvJe1T5+ow8ZwRWTXPuar7YVstWAToNICuZ/2bseUe5u5ewp689a13bxERERFpNWWVXhyN3GMRIL9MA1xERKR9MEzTPPxBhnEPcCtQVv1YCPzWNM0tjbqJYXwI7DVNc+YhXv818Ovg751OZ+Zbb73VmEs3SkVFBXFxcSG7XjhEe43RVF9umcnSXD+n9LAQUz2Z77s9Hh5da+W8PhYmZbXu1qF7d/+XvxiruMhtYWT3u/HGOOs9Lpr+DOsT7fVB9Neo+lou2muM9vog+mtUfS0X7TVGe30Q/TWqvpYLZY1+0+S6uT6GpxlcM7Dh5dAbCkweXOk77GfS9vZnGA6qr+WivcZorw+iv0bV13LRXuPh6ps+ffpO0zSzDnlAKJimedgHMBDoDhhAJvAS8COQ0Ihzfw/sBrIacy/TNMnMzDRDac6cOSG9XjhEe43RXt9/3v7I7H7b++YfP1zb6vf2+rzmmS+NM4f/+2hz57/Gm2ZZQb3HRfufYbTXZ5rRX6Pqa7lorzHa6zPN6K9R9bVctNcY7fWZZvTXqPpaLpQ1llRUmd1ve9+8+fWVhz12fW6x2f22980HP1nf4HHt7c8wHFRfy0V7jdFen2lGf42qr+WivcbD1QfkmI3M4pr7aFRrl2ma35umua26rp3AFdUB49iGzjMM4z7g58BE0zRzmhN8ijRGSiSWQlezWqzccvxfqLQYPFKVA/89A8oLW70OEREREQk9t8cL0Lg9Fh3BPRa1FFpERNqH5q4ZNasfRn0vGgGPARcA403T1OZzElZ2q0FyvC0iwSLA2MyxjM8cz4cJTlbnrakOFwsiUouIiIiIhE4wWGzMVOgUhw3QHosiItJ+NCpYNAxjhmEYHat/3Ql4BtgDLKrn2BjgRWAigVBxa6iKFWlI5+Q4cosjEywC3HLMLVgNK3/tMRBz17fwye8jVouIiIiIhIbb4wPA2YiORZvVQnK8jfxSBYsiItI+NLZj8WLgB8MwyoAVgA2YYppmiWEY3QzDKDUMY3z1seOAC4FewMbq10oNwygNefUiB+mUFEduUUVwb89W1zOlJ+cedS4rK/fzSdfBsPp1cOdFpBYRERERCQ13ZaBj0dmIjkUITIYuUMeiiIi0E43dY/E00zTTTNN0mKaZaZrmBaZpbqp+bbtpmgmmac6v/v1XpmkapmnGVT9f8wjnGxHpnByHx+unsKwqYjVcN/Q6Em2J/N0BHr8HVjwfsVpEREREpOVqlkI3omMRwOWwka89FkVEpJ1o7h6LIlGnU1JgxHokl0OnxqXy88E/Z2dlIc+nZcKyZ8HnjVg9IiIiItIy7srAUujGDG+BAx2LkVpFIyIi0poULEqb0Tk58sEiwIX9L6RXci+edMawpmIvrHs/ovWIiIiISPOVNWF4CwSCxSqfSYlHXy6LiEjbp2BR2oxOwWAxQpOhg+xWOw9MeADDEsPt6WmULX0iovWIiIiISPOVVgeEje1YdDntABRoObSIiLQDChalzegcJcEiQL/UfswaPoutthj+6l4Pu1dFuiQRERERaYay6qXQDnsjl0I7AsGi9lkUEZH2QMGitBkZSdETLAJcMuASRqcezZtJiXy+4I+RLkdEREREmsHdxI7FVKeCRRERaT8ULEqbkRxvI85mifgei0EWw8L9k/9BsmlwT8n3lHl2RrokEREREWkid2VwKnTj91gEBYsiItI+KFiUNsMwDDKS4qKmYxEg3ZHOvb1mUGi18Fb+c/hNf6RLEhEREZEmcHuaNhW6Zo/FMgWLIiLS9ilYlDYlIzkuajoWgyaPvY2zK/ysMgp5cc0LkS5HRERERJrA7fFiMSA2pnH/dArusZinjkUREWkHFCxKm5KRFEdReRXl1ZtsRwWrjd8cdRE9Kqt4eMUjrM9fH+mKRERERKSR3JVenLExGIbRqONTEzQVWkRE2g8Fi9KmZCTHA0Rd16Jj5NX8cX8hpt/HbfNuo8IbXfWJiIiISP3cHh/ORk6EBkiMjSHGYpDvrgpjVSIiItFBwaK0KRlJsUD0TIaukZBGatKx3FBQyI9FP/LQ8ociXZGIiIiINEJZpbfRg1sgsO+3y2nXHosiItIuKFiUNiUjOQ6A3OLyCFdS1/aMk7i8qJhjrMm8su4V5uXMi3RJIiIiInIYbo+v0YNbgjo47ZoKLSIi7YKCRWlTapZCF3kiXEldxQk9sXYdxZ+2byLRlsDvF/6e/eX7I12WiIiIiDTAXenFYW98xyKAy6FgUURE2gcFi9KmZCRVdywWRV/HIgCjriGjspy7UkaQX5HPXQvvwjTNSFclIiIiIofg9nib3LGY6rRTVF6F1+cPU1UiIiLRQcGitClpibFYLUbUDW+p0f80SOzM9B8+57SeP2P+zvm8uv7VSFclIiIiIvWo9Pqp8pk4mjC8BcDltAFQUKYBLiIi0rYpWJQ2xWoxSEuIJbc4+pZCA2C1wcgroWQXdyQPIishiwe/eZBNBZsiXZmIiIiI/ITb4wXA2eSOxcBAQQ1wERGRtk7BorQ5Gclx0bsUGmDE5WCNJeGbF/jT+D/h9Xu5bf5tVPr0wVNEREQkmrgrq4PFJu6xmOoIdCxqn0UREWnrFCxKm5ORFMe+Ek/07mnj7AgDz4btixnqhWuGXMOGgg08uerJSFcmIiIiIgdxe3xA0zsWXU47oGBRRETavqb9L6TIESAjOQ6/CetyS0hPio1IDVbDoENCA/ce9XNY9TJ8/RRXn/YP/rfpf3y45UN+OeyXGIbReoWKiIiIyCHVdCzGNq1jsUP1UmgFiyIi0tYpWJQ2p0tKYDL0qf9cENE6fn/qAK48Lrv+F7sMg66j4bs3iZn6B47LPI7X1r/G1uKtZCcf4hwRERERaVXN3WOxZniLgkUREWnjFCxKm3PGsEz2l1biqfJF5P4+0+TFJdv5YXdxwweOugbevByWP89x2YFgceHOhQoWRURERKJEzVLoJk6FTg0uhdbwFhERaeMULEqbk54Yx50n94/Y/U3T5LVlOyg83AfJ/j+DxC6w7FmOPfZqYiwxLNi1gIsHXNw6hYqIiIhIg8qql0I7mji8xeXQHosiItI+aHiLSIgZhkGKw05BWVXDB1ptMPIKKNmFY9PnjEgfwTe531DhrWidQkVERESkQcGl0AlNXAodZ7PitFsVLIqISJunYFEkDFwOGwWNWfoy4nKwxsLSfzEucxwen4fle5aHv0AREREROSx3ZWAptKOJwSIEJkM36vOgiIjIEUzBokgYuBz2xm3W7ewIg86BHUsYZ+sIwIKdkR06IyIiIiIBBzoWm7YUGgL7LOaXKlgUEZG2TcGiSBi4HHaKyqvw+83DH3zszwHos+5j0h3pLNy1MMzViYiIiEhjBIe3OJo4vAWqg0V1LIqISBunYFEkDFxOG34TiisOs88iQJeh0KE3xtb5HJd5HFuKtrCzdGfYaxQRERGRhgU7Fp3NWAqd6rBTUeWnvHo5tYiISFukYFEkDFKqJwEedoBLULfRULCVca4BACzcqa5FERERkUhzV0+FdjZxKjQE9lgE1LUoIiJtmoJFkTBwOWwAjd+wu9sYAEZX+rAaVgWLIiIiIlHA7fESG2Mhxtr0fzalBoNF7bMoIiJtmIJFkTBwBTsWGzPABWqCxaRdqxicNpiluUup8jWy21FEREREwsJd6WvWMmg4KFhUx6KIiLRhChZFwsDV1KXQqT3BmQbbFzOuyzjcVW5W7lsZvgJFRERE5LDcHi/OZkyEhmZ80SwiInIEUrAoEgYuZ2ApdGFjv6E2DOg6CnK/47j0YYD2WRQRERGJtLJKH85mTISGAx2LeQoWRUSkDVOwKBIGB4a3NOGDZLcxYPrp7y7BFeti0a5FYapORERERBrD7fHiaMbgFjgQLKpjUURE2jIFiyJh0OSl0FCzz6Jlx9eMzBjJuvx1FHmKwlGeiIiIiDRCYCm09lgUERE5FAWLImGQHG/DMJr4DXXnwRATD9sXM6rzKExMvsn9JnxFioiIiMgh+f0mZVXNXwrdrM+DIiIiRxgFiyJhYLUYJMfbmrYU2mqDrGMg5xuOTR8OwNe5X4epQhERERFpSHmVD9Ok2R2LVotBSrxNeyyKiEibpmBRJExcDjuFTVkKDYHl0FVuuruLSHekK1gUERERiRB3pReg2VOhIbAcWh2LIiLSlilYFAmTFEcTOxYBuo0CwMj5mmMzjmVT4Sb2l+8PQ3UiIiIi0hC3xwc0v2MRqoNF7bEoIiJtmIJFkTBJddgpcFdhmmbjT8o6FgwLbF/MsRnHArAsd1mYKhQRERGRQ3F7qjsWmzkVGgIrWArKqvD7m/B5UERE5AiiYFEkTFIcdip9fsoqfY0/KS4JOh0N25cwqjpYXLp7aZgqFBEREZFDqQkWW9Cx2CHBjs9vUlzRxO1xREREjhAKFkXCxOWwATRjOfQYKN1DlyoPWQlZ2mdRREREJAKCXw43dyo0BDoWAfK1z6KIiLRRChZFwsTlDHyQbPoAl9GBn9uXMKrzKHaU7GBX6a4QVyciIiIiDTkwvKVleyyCgkUREWm7FCyKhElKczsWu1YHi9sW1eyzqK5FERERkdYVXArtaMFUaHUsiohIW6dgUSRMUpv7QTI5E1K6w7aFjMwYCcDXuxUsioiIiLSmmqnQLVgKnZoQ+DyoydAiItJWKVgUCZMURzOXQgP0PB7yN5NWWUHP5J58nft106ZLi4iIiEiLHBje0vyOxQNfNGt4i4iItE0KFkXCxOVs5lJogOzjAz+3fMWxGceyp2wP20u2h7A6EREREWmIOwTDWw7ssegJSU0iIiLRRsGiSJi4WtKxmD0h8HPzV4zqPAqApbuXhqo0ERERETmMAx2LoQgW1bEoIiJtk4JFkTBp9vAWgIR0SB8AW77imPQRGBgKFkVERERa0YGp0M1fCu2wW7HHWLTHooiItFkKFkXCJDbGitNubf4UwOzjoXQPKSV7GNhxIAt3LcTj0zIaERERkdbg9ngxDIi3NT9YNAyDVIedPE2FFhGRNkrBokgYpTjszVsKDYEBLgBbvmJa92m4q9ws3LkwdMWJiIiIyCGVVfpw2mMwDKNF13E57RQoWBQRkTZKwaJIGLmctuYvfek+DgwrbP6KqT2mAvDJtk9CWJ2IiIiIHEqpx9uiZdBBHRQsiohIG6ZgUSSMXC3pWIxLgszhsHUBmfGdGNRxEHN3zNVyaBEREZFWUObxtWgidFCKw0aJx0uVzx+CqkRERKKLgkWRMEpx2Cn1eKn0NvODZPbx4CmC3au0HFpERESkFbkrvThC0LGYUD1Vuszja/G1REREoo2CRZEwSq2eDF3Y3OXQNfsszmVaj2mAlkOLiIiItAa3xxuSjkVH9TXKqrwtvpaIiEi0UbAoEkYpDjsABc1dDp11LMTEweav6JLQRcuhRURERFqJu9KHMzYUwWKg69GtjkUREWmDFCyKhJGrumOx2QNcbHHQbTTsWApVFZzY40QthxYREREJsyqfn0qvPzTBYvVy6vJKBYsiItL2KFgUCSOXM9Cx2Oyl0BDYZ9FbATlfM7W7pkOLiIiIhFtwP0SnveV7LDps1R2LlVoKLSIibY+CRZEwclUvhc53N3MpNBzYZ7F6OfTgjoO1HFpEREQkjEqrQ8DQLIUOXEMdiyIi0hYpWBQJI1fNHost6FjsPBTikmHTZwBM66Hp0CIiIiLhVOapDhZD0bEYq45FERFpuxQsioRRSkunQgNYrHDUdNi9Egq21SyH/njrxyGoUERERER+qtQTyo7FQLBYpo5FERFpgxQsioRRcI/FZk+FDhpwRuDnD+/RJaELAzoMYNGuRfhNf8uuKyIiIiJ1BENAh5ZCi4iINEjBokgYOe1WbFajZR2LAL0mgT0R1v4PgFGdR1HoKWRjwcYQVCkiIiIiB3NXdywmxIZgKbRdS6FFRKTtUrAoEkaGYeBy2Ml3tzBYtMVB3+mQswyKchiVMQqApbuXhqBKERERETlYMAQMdhu2hDoWRUSkLVOwKBJmLoedwpYuhQYYcHrg59r3GJY+jBgjhq9zv275dUVERESkFrcnEAI6QxIsWmtdU0REpC1RsCgSZikOW8umQgf1ngI2J6x9F4fNweC0wXyz5xu8fi2rEREREQkld83wltAthS6v0mc2ERFpexQsioSZy2GnqLwKv2m27EK2eDjqRNixFIp3MTJjJO4qN2vz1oamUBEREREBwF29bDk0U6ED19BUaBERaYsULIqEmctpw29CWSi+pA4uh/5hNqM6B/ZZ1HJoERERkdA60LHY8mDRHmMhxmJoKbSIiLRJChZFwszlsAPgDsE2i/SZBjYHrHmXwWmDibXGaoCLiIiISIiVVQ9vcdpbvhQaAsuhtRRaRETaIgWLImEWDBZLQxEs2h3QZypsX0xsWQFD04eycu9KKn0h2MNRRERERAAore4uDMVU6OB11LEoIiJtkYJFkTBLcdgAcFe1cI/FoAGnA2ZgOXTGKCp8Fazetzo01xYRERERyjxe7FYL9pjQ/HPJYbdSrj0WRUSkDVKwKBJmIV0KDdDnRIiJg7X/49jOxwLaZ1FEREQklEo93pBMhA5yxFpxV2optIiItD0KFkXCzOUM4VJogNgE6DEeti/h6MQeOG1O7bMoIiIiEkJllb6QLYMGcNhi1LEoIiJtkoJFkTBzVS+FLg3VUmiAnhPBX0VMzjKGpw9n9f7VlFWVhe76IiIiIu2Yu9JLQggmQgc5Yq2UKVgUEZE2SMGiSJjVLIUO5eqXnscHfm6ey6jOo/D6vazcuzKENxARERFpv9weL45QLoW2Wymv8uH3h/CLZhERkSigYFEkzJLibRhGCPdYBEg/GhwdYfNXHJsR2Gdxaa6WQ4uIiIiEQpnHhzOUS6Grr1Vepa5FERFpWxQsioSZ1WKQHG8L3R6LABYLZE+A3NX0je1Ikj2Jz7d/jrvKHcKbiIiIiLQ/pmnirgzx8BZ74Foa4CIiIm2NgkWRVpDqsId2j0UI7LMIWLYt4PKBl7OteBs3fXkTVb5QJpgiIiIi7UtFlR+/SUg7FuOrg0UNcBERkbZGwaJIK0hx2EK7FBpq7bN45cArOeeoc1i8ezG/W/g7/KY/xDcTERERaR9KPYGuQmcIh7cEQ0oNcBERkbYmdP9rKSKH5HLYcVcFltYYhhGii/YIPDZ/hWEY/HbUb8krz+PDLR+SFp/GLSNvCc19RERERNqRsurlyqEe3nLwtUVERNoKdSyKtIIUhx2vGYZvqbOPh4ItULCNGEsMf5nwF4anD+eFtS/wwpoXQnsvERERkXYg2LGYEIbhLepYFBGRtkbBokgrcDlsAOS7K0N74ep9FtnyFQBxMXH8Y9I/6J3Sm7998zfe3/x+aO8nIiIi0sYFwz9HCJdC1wxv8ShYFBGRtkXBokgrcDntABSWhXijxewJgZ+bv6p5Kjk2mSemPEEnRyd+v+D3LNq5KLT3FBEREWnDajoWw7AUurxKS6FFRKRtUbAo0gpcjkCwWFAW4o5FZ0fIGBToWDQPTJ3OcGbwr6n/wmFz8Ku5v2LN/jWhva+IiIhIG1VW3VXoCMNSaHUsiohIW6NgUaQVBJdChzxYhMA+i+59sHdtrad7pfTi0cmP4jf9XP/59Wwv3h76e4uIiIi0Me7KYMdi6ILF+GDHovZYFBGRNkbBokgrSHGEaSk0QM8TAj83z63z0rD0Yfx1wl8p9BRyzafXsL98f+jvLyIiItKGuKuXQgeXL4eCMzY4FVrBooiItC0KFkVaQWr1HoshH94C0H0MWGyw6bN6Xz6h2wn8fvTvySnN4frPrsdd5Q59DSIiIiJtRDD8c4ZyeIstOBVaeyyKiEjbomBRpBUEl0IXhmMptN0JR50IP34By5+v95BzjjqH64dezw/5P/CrL39FlS8MnZMiIiIibUBweEtIg0V1LIqISBulYFGkFaTUDG8JU6D3s39ASnf44GbYuqDeQ64dfC0zjprBkt1L+O3C3+I3/eGpRUREROQIVhYMFkO4FDq4rNqtjkUREWljFCyKtAJ7jIVYa5iGtwA4O8CFr0FMHLx2CeRvqXOIYRjcOepOpnSbwkdbPuKhbx4KTy0iIiIiR7BST+iXQsfFaHiLiIi0TQoWRVpJgi1Mw1uC0vvD2c9CeQG8cgFUFNc5xGqx8sCEBxjccTD/Wfsf9rj3hK8eERERkSNQcB/EeFvoOhYtFgOH3aql0CIi0uYoWBRpJU5bmIa3HKzvdJh6L+z7Ad6+Gvx1P7zGWmO57OjLMDH5eOvH4a1HRERE5AhT6vHitFuxWIyQXjcQLGoptIiItC0KFkVaSUKMEZ7hLT819kYYcgFsmAOf31vvIROyJuC0OZmzdU746xERERE5gpRV+nCEcBl0kMMeo45FERFpcxQsirQSpw3clT4qvWEemmIYcOrDkHUsLHwEVr5S55C4mDgmdZ3Ed/u/Y0fxjvDWIyIiInIEcXu8JIQlWNRSaBERaXsULIq0Eqct8LNVuhZtcXDei5CUBbNvhB1f1zlkevZ0AD7a+lH46xERERE5QrgrvTVTnENJS6FFRKQtUrAo0koSqoPF/NYIFgESO8EFL4MlBl69EAprdyaO6TKGlNgUPtqiYFFEREQkqMzjC+lE6CCHPYYyjzoWRUSkbVGwKNJKEmyBDcAL3GGcDP1TnYfAmU+Cex+8egFUumtesllsTO0+lU2Fm9hYsLH1ahIRERGJYsHhLaEWb7dSVuXDNM2QX1tERCRSFCyKtJJWXQp9sAGnwwm/hdzv4J1rwX9gj8eTsk8CUNeiiIiICOD1+fF4/WEZ3uK0W/H5TSp9Yd5vW0REpBUpWBRpJcGl0AVlrdixGDThVhh4NvzwHsz9U83Tw9OHkx6fzkdbPtK35yIiItLuuauHqyTYQx8sxldfU8uhRUSkLVGwKNJKnMGl0K3dsQiBSdGnPwZdhsG8v8D3bwFgtVg5MftEckpz2FGl6dAiIiLSvgWHqzhiQ78UOri8uqxKwaKIiLQdChZFWomz+ovvAncEgkUAWzyc/zIkZMC718POFQCc1COwHPrbim8jU5eIiIhIlHB7AsFiQliGt1QHix5NhhYRkbZDwaJIK4noUuigpC6BcBHgtUvA62Fgx4F0TezKqopV+Pz6Bl1ERETaL3f1MmVHGJZCB/dtLKvU5y0REWk7FCyKtJJYK9itltYf3vJTWSNg4u1QnAPfv4VhGEzvMZ1ifzEr9q6IbG0iIiIiEXSgYzH0S6FrOhYVLIqISBuiYFGklRiGQYrDFpk9Fn9qxOVgT4DFj4Fp1kyH/nDLhxEuTERERCRygsNbwtGxGG8LBotaCi0iIm2HgkWRVuRy2CmM5FLooPgUGHYJ7PketnxFH1cfMmIy+HTbp1T5o6A+ERERkQgIhn7OMOyx6NRSaBERaYMULIq0IpfTRn40dCwCjLoGDEugaxEYFjeMIk8Ri3ctjnBhIiIiIpFR6gkGi6FfCh1vV8eiiIi0PQoWRVqRy2GnqLwKn9+MdCmQmg39ToWNn8C+9QyJGwLAR1s+inBhIiIiIpFRFsbhLU67OhZFRKTtUbAo0opSHHZME4rLo2S58ZhfBH4ueZyOMR0Z1HEQX2z/ggpvRWTrEhEREYmA0prhLWGYCq3hLSIi0gYpWBRpRS6HDSA6BrgAdD0WMo+BVa9iqypmeo/plHnLmJczL9KViYiIiLS64DLlYAgYSg4thRYRkTZIwaJIK3I57EAUBYuGAWNuAG8FXfd8wvTs6RgYWg4tIiIi7VJp9VLo8HQsaim0iIi0PY0KFg3DuMcwDJ9hGKUHPV5p4HiXYRgvGYZRZBhGYfWvU0JWtcgRyuWsDhbdUbIUGqD/aZDclW65H5Mek8AxGccwL2cepZWlka5MREREpFXVdCyGc3iLR8GiiIi0HU3pWFxsmmbCQY8LGjj2RaAT0AvoXf3rF1pQp0ibEHVLoQGsMTD2RmKriuDrfzG9x3Qq/ZV8seOLSFcmIiIi0qrcHi82q0FsTBiXQlcpWBQRkbYj5EuhDcPoDpwM3Gya5n7TNPcDNwOnGYbRLdT3EzmSpFQvhS4si6KORYARl1EemwYLHmZap1HEGDF8uOXDSFclIiIi0qrcHl9YJkID2KwW7FYLZR7tsSgiIm2HYZrm4Q8yjHuAW4Gy6sdC4LemaW6p59jTgddM04z7yfMe4FzTNN+r55xfA78O/t7pdGa+9dZbTXsnDaioqCAuLu7wB0ZQtNeo+lquoqKCIn8sdy31Mb2bwZm9Qv9NeEuk7fyU4duf5sfMM7k90c0GzwbuSb8Hh8UR6dJqRPv/nVVfy0V7jdFeH0R/jaqv5aK9xmivD6K/RtXXcs2t8U/feCmuhD+NDU+4+Ov5XrISDK7vX9Vm/wxbi+pruWivMdrrg+ivUfW1XLTXeLj6pk+fvtM0zaywFmGa5mEfwECgO2AAmcBLwI9AQj3HXgLsqef5PcDFjblfZmamGUpz5swJ6fXCIdprVH0tN2fOHDO/1GN2v+198/a3VkW6nDrmfPShaT56rGn+X4b5+qpnzYHPDzQ/2vxRpMuqJdr/76z6Wi7aa4z2+kwz+mtUfS0X7TVGe32mGf01qr6Wa26Nk/72pTnlwbkhruaAMX/8zDzt0QVt+s+wtai+lov2GqO9PtOM/hpVX8tFe42Hqw/IMRuRw7Xk0ail0KZpfm+a5rbqunYCV1QHjGPrObwYSK7n+ZTq10TaraR4GxYjyoa3BBkWmPQ7qCpj/LZvAZiXMy/CRYmIiIi0nrJKH84wTIQOirdbtRRaRETalObusWhWP4x6XlsJxBqGMTj4RPWv7dWvibRbVotBcrwtuoa3HKzfqZA5goxvX+GopB4s2LkAv+mPdFUiIiIiraLU48UZhonQQc7YGMoqNbxFRETajkYFi4ZhzDAMo2P1rzsBzxBY2rzop8eaprkN+BD4m2EYHavP+xsw2zTN7SGrXOQI5XLYo294S5BhwOS7wF/FhAovBZ4C1uxfE+mqRERERMLONE3KKsM3vAUg3malrFIdiyIi0nY0tmPxYuAHwzDKgBWADZhimmaJYRjdDMMoNQxj/EHHXwLsJ7AP44/APuDSENYtcsRKcdjIj9aORYCeEyH7eMZvWwHAvJ1aDi0iIiJtn8frx+c3SQjjUmh1LIqISFvT2D0WTzNNM800TYdpmpmmaV5gmuam6te2m6aZYJrm/IOOzzdN80LTNJOrHxeZplkYpvcgckRJddopLKsMDjWKTqOuZXBFBUkWO/Nz5h/+eBEREZEjnLt670OHPXxLoePtVjxeP/5o/hwoIiLSBM3dY1FEminFYafKZ+KO5m+r+0wlxpnOuIoq1uStYX/5/khXJCIiIhJWbk/gs1lYOxarQ0tPFH8MFBERaQoFiyKtzOWwAVDgjuLl0FYbDDmP8UX7AFiwc0GECxIREREJL3dlsGMxfMFi8NrR/P2yiIhIUyhYFGllKQ47QPQOcAkaejHjyiowQMuhRUREpM0LLoUO51To+OqOxYooDBZz3bm8vfFtbvnqFk55+xQ+KvmIKl+Uf14VEZGIC9/XcSJSL1d1sBjVA1wA0vuR2nkYgzy7WLxrEVX+KmwWW6SrEhEREQmL4DY1zlZYCh0NHYtlVWUsy13G4t2LWbRrEVuKtgBgYOCKc/F5xedc/NHF/Gn8n+iZ3DPC1YqISLRSsCjSylKdgXCuMNqDRYBhF3PcgrtZHWtj5d6VjMwYGemKRERERMKirKZjMXz/RIqvXgodiT0WfX4f6/LXsWjXIhbtWsTKfSvx+gPvuZOjE2f2PpMxXcYwqvMoEm2J3PrOrXyZ/yXnzT6Pm4+5mfP6nodhGK1fuIiIRDUFiyKtLLgUOqr3WAwaeDYTPv89jwPzd85XsCgiIiJtVmkwWAzjVOgDw1tabyp0TkkO//j2HyzatYgiTxEA8THxjO0ylrFdxjKm8xiyk7PrhIYnJZ7EpeMv5c4Fd3L/0vuxGBZm9J3RanWLiMiRQcGiSCsLLoUuiPY9FgHikunfazodihYzf9vn/HrEryNdkYiIiEhYlLXCUujgHosef9huUcvXu7/m5q9uptBTyNEdjmbGUTMY02UMQ9KGYLfaD3v+8E7DefWUVxn/2ni+yf1GwaKIiNShYFGklQWnQh8RS6EBy/BLGP/hF7wbs52dpTvJTMiMdEkiIiIiIXegYzGceyy2zlJo0zR5bf1rPPD1A8TFxPHopEc5vuvxzbpWSlwKXZxd2FS0KcRViohIW6Cp0CKtLKVmeMsR0LEI0GMCE0kA4Mttn0e4GBEREZHwKKsMBIuOME6FdrTC8JYqfxX3LbmP+5feT2ZCJi+d/FKzQ8WgXim92Fq0tWZPRhERkSAFiyKtzB5jISE25ojpWMRiYczAC4j1+/nyh1cjXY2IiIhIWLir2wgTWmEpdEWYgsVybzmzvpjFGxveYHTn0bx8ysv0SunV4uv2TulNlb+K7SXbQ1CliIi0JQoWRSIgxWGj4EgJFgHHmBsZU2WyvHQ7RcU7I12OiIiISMi5q5dCO0I9vKVgG3z/NlSV1+zfWBmG4S0llSVc++m1zN85nzN6n8ETU54gOTY5JNcOhpM/Fv4YkuuJiEjboWBRJAJcDjsF7iNkKTRAbAKTsqfjMwzmzbsn0tWIiIiIhJw7uBQ61HssfngrvHk5/P1oOi1/iA4UhXyPxfyKfK78+EpW7F3BJQMu4d6x9xJjCd376J3SG4BNhdpnUUREalOwKBIBR1rHIsDxY2/HYsIXO76C4t2RLkdEREQkpNweH/E2K1aLEbqLVpXDlnng6gH2BJK/fohFsTcys+gxWPYs7FwOVRUtusUe9x5mzpnJD/k/cMPQG7j1mFuxGKH9Z152cjagjkUREalLU6FFIiDVaaes0ofH6yM2JnwbhIdSqjOdoUk9WGhupuLL+4g7/fGw3WvtrmLO+9di/nXJCMb27hi2+4iIiIgEuT3emqXKIbNtEXjLYcTlMOYXVK55jzVv3s+4ygXwwYLAMZYYSOsPXYZA56HQZRh0Ohps8Ye9fH5FPld/ejVbirZw+7G3c1H/i0JbfzWHzUFmQqaCRRERqUPBokgEuKonQxeWVdEp6cgIFgEmHXU2K5Y/yNL173D83l9Cev+w3GfOmlxKPF7+vXCrgkURERFpFe5KH85QT4Te9HngZ+8pYI3BNuhMzn4llomuQp47vQPsXgm7V8GulfDti4EHgGENfM7qPBQ6D4Hs8XU+dxVXFnPNp9eEPVQM6p3Sm4W7FlLlr8JmsYX1XiIicuTQUmiRCEhxBD6MHWnLoU/oNgmALxxx8NFvAt/C528JLPMJoSWb8wD4cv1e9pV4QnptERERkfqUVXpxhnp/xU2fQWLnQAciYBgGTnsMe0wX9J0OE2+HC16Bm3+AWzbChW/ACb+Fo6ZDeQGsfBE+uhWeGAfblxyotaqM6z+7nnX56/jlsF+GPVSEwAAXr9/L9mJNhhYRkQPUsSgSAcGOxSNqgAvQLakbvVN6M9fYim/zPKxb5h14MS4FkrpAYkbgA3TNz+qHqzs4D999WFHlY+X2Qpx2K+5KH/9buZOrxvcM35sSERERIbAUOj0xNnQXLNwO+9fDsIvBOLBvY7zdisfnrXt8QjocNS3wCCrdB9sXwRszYe6f4NL/4fF5uPHLG1m1bxWXD7ycqwddHbqaGxAc4PJj4Y81U6JFREQULIpEwJHasQhwQtcTeLrwaVZP/wPDTBuU7IKS3OrHbti+FKrcdU80LDDt/2DMDQ1ef8X2Aip9fq4/oQ/PLtjCm8tzuPK4bAwjhBupi4iIiPyE2+ML7R6Lmz4L/Ow9pdbTTrsVT2MXZCSkwYDTYdC5sPo12L6UZ/OXs3T3UmYcNYObht/Uap+RgmGi9lkUEZGDKVgUiYBUZ3XH4iGCxRcWbaVTUhzTB2bU+/pLS7eRHG/j1MFdwlbjoUzqNomnv3uaL2N8DDtmVt0DTBM8JQeCxuBj5cvw8Z1QuANOvB8s9e9htGRzPgDHH5XGvhIPLy3dzppdxQzMTA7n2xIREZF2zOc3Ka/yhXYp9KbPA1+s9pxY6+l4ewx5ZU281oRb4bs3KJ37R1607aNbYjfuHHVnq37xmp2cjYHBpsJNrXZPERGJftpjUSQCDh7e8lN+v8n/fbCWX76ygtU5hXVe/+i73fz2ne958JMN4S6zXgM6DCDdkc4XO77ANM26BxgGxCVB2lHQ83gYcj4cdxNc+Ql0HwdLn4DXL4XK+j9RL9mch9NuZWBmMueMyALgzeU54XxLIiIi0s6VVQaWJjvsIRre4q2EzV9B1kiId9V6yWm3UuFr4vU69oGBZ/N63nJKKku4ctCVWA/xJW24xMfEk5WYpY5FERGpRcGiSATULIV21+1YLCqvospnUuUzueHlFRSVHwgft+eV8Zs3VwOws7Acv7+eYC/MLIaFyd0ms614G3/95q/4/I38ZBzvgkvegYFnw7r34YWfBZYI+Q68v4oqH2u27+fKThuxffZ7hm55hp+nLGPrt59TWbArTO9IRERE2ju3J/B5JmRLoXO+hsoS6D21zkvxdiuVTQ0WgYpxN/KfpCQ6EcPPev4sBEU2Xa+UXmwr3kaV78jaJ1xERMJHS6FFIqBmeEs9HYv7SgOb7vTs6GTzfje3vbmaJy4eTqXPzw0vr6C00suAzkms3V3M/lIP6UlxrVo7wPVDrmd9/nr+u/a/7CjZwZ/H/xmHzXH4E2Ni4axnILkrLHwYXjw7MPSl36nQYxzFqz9lccwckvaVwT4wgDuD5z7ye0Y7e4JreyCcdKSG7f2JiIhI++Ku7lh0xoaoC7Bmf8XJdV5y2K14fGCaZpOWMr9TuIa8GCu35+3Ftns1ZI0ITa1N0DulN3N3zGVb8TZ6u3q3+v1FRCT6qGNRJAIcdit2q6XePRb3lQSCxZnjenDq4M7MWZPLC4u28qcP1/HdziJ+cUJvTh8a2FtxR0F5q9YdlBKXwtPTnuaUnqcwd8dcLptzGbnu3MadbLHA1HvhF9/ApN8FQsaVL8K715G++W22mp3YecxtcP1S+PlcCk59lvu9F7EoYSrO8l3w4S3wYF94/TLY+CnUN1VRREREpAncnmCwGKK+i02fgaMDdB5a5yWnPQYT2LS3tNGXq/JX8dz3z5FqT+KskjL46oHQ1NlEwQEum4q0z6KIiASoY1EkAgzDwOW0NRgspifG8qezBrFmVzH3ffADPr/JqOxUZk3uw8dr9gCQU1DGiO6uOtdoDXarnT8d9ye6J3Xn8ZWPc9EHF/Ho5Efp36F/nWP9fpONe0vpm5F44MmOfQIbkU+4FfZvgpxl/HKhnS/2OFl50jSwBr73cHUZxobV3fj3pv389diLOSu7Ar59Eda+G3gkdobB58HQiwL7OoqIiIg0Uc1S6FAMbynJhdzvYNCMwBeqPxH8PDTt4XmcNDCDa4/vxeCslAYv+cHmD9jt3s2s4bOIj1kIa96G3O8hY2DL622C3imBLkXtsygiIkHqWBSJEJfDXu/wlmCwmJYYS2KcjUcvHIbVYtDBaecfFwwjxmohyxUPQE6EOhaDDMPguiHX8efxf6bQU8hlcy7jy+1f1jnu+UVbOfHheXyzNb/+C3XsTcXRM/h4l4NjeqRis9b+T9M5I7Lw+U3m740NDIOZ+T7MWg0T7wCrLbCs+rGR8MwU+OY5qCgKw7sVERGRtqqsMoQdi5s+D/zsU3d/RYCfT+jJLcOsTDwqjQ+/y+W0Rxdy0TNLWLBxf72D8Xx+H89+9yyJtkTO63sejLom8ML3b7W81ibqkdQDi2FRsCgiIjUULIpESIrjEB2L1XsspiUE9k48uksy7/1iHO/eMI5O1fspHggW65+s3NpO7nkyz574LHHWOGZ9OYsX1rxQ88HYNE1e+Xo7APM27DvkNVZsL6DS52d0zw51Xjvx6Aw6JcXyZY6fSq8/8KSrO0y8HW5cBZe9D0MugD1r4P1fwd+OgreugoJtIX+vIiIi0vaUBpdCh2Iq9ObqL1l7nlDvy4Zh0CfF4LnLj+WjWeM5Y2gXlmzO5+Jnl/KzRxfwwerd+A4a0Pf2prfZWryV8/udT6I9EbKOhcQusOYdqCeIDKe4mDiyErLYVKil0CIiEqBgUSRCXA47ReVVtT44woGOxY6J9prn+mUk0TX1wHCUVKedeJs14h2LBxuaPpSXTnmJ7ORs/vbN37hvyX1U+atYnVPExuo9hJZsPkTH4kGvje5ZdyiLPcbCZWN7UFgJs1f9ZDq0xQLZ4+HMJ+GWDXDao9BlGHz3BrwxExo7tVpERETarbLKEE6F3vsDpHSDhLTDHtq/cxIPnz+MubdM5LIx3dm4p5QbXl7B5Afn8vLS7by5/h3+b8n/ke5I55IBlwROslhgwOlQsAV2r2p5vU3UK6UX24u3U+mr+wW5iIi0PwoWRSIkxWHHNKGovPZy6H0lHhJiY3A0sMePYRhkueKjKlgE6JrYlf+e/F9Gdx7NGxve4Bef/4JXvtkABLosV+4opLyy/qBvyeY8nHYrAzOT6339omO7E2uFp+dvrneZEACxiTD8ErhiDoz9JexaAV8/FZL3JiIiIm3XgeEtLexY9PshbxN06NOk07qmOrj39IEsvH0Sv5zUm4KyKu7+8hnuXXIXTksHHj3hGVxxB+2rffSZgZ9r3mlZvc3QO6U3PtPH1uKtrX5vERGJPgoWRSIk1WkDqLMcel+Jh7TE2MOen+WKZ2dBOX5/6y6BOZwkexKPT3mcc446h0W7FvHB/jvp1dnDxaO7U+nz8+32gjrnVFT5WLm9sN79FYOSHTbGdTZYl1vCwk15hy9k4h2Q0h0+vw8Kt7f0bYmIiEgbVjO8paUdi0U7wFsBHZs3UK5jQiw3T+vLrLNyiev8Doa3I7vXXcml//qRwoM/M2aNhKTMiCyHDk6G1j6LIiICChZFIsblCCx1LvxpsFjqIS2hMcGig0qfv2ZPxmhis9i4a/RdnNzl55i2vZSkPkTHDruBQGfiTy3fduj9FQ82OcuCxQh0LR6W3Qmn/h2q3PDBza3+oVtERESOHO7g8JaWToXevzHws2PvZl/iue+f4+8r/kp2cjYfnfsKlx07lH0lHtbuLj5wkMUCA86Awm2we2WLSm6q4GRo7bMoIiKgYFEkYlKqg8UC94Gl0FU+P/nuykZ1LHZNja4BLj9lGAZ7c0ZRuesSTMPDn76dRUJCfr37LAb3TTyhX8N7EXWMNzhpYGe+2rCP9bklhy+i92QYfB5s/CQikxNFRETkyBBcCu1o6fCWvGCw2LyOxSdXPclDyx+id0pv/n3iv8lMyqj54nVPcUXtg48+I/CzlZdD90gOTIbeUrSlVe8rIiLRScGiSIS4HIGl0PkHdSzmlQZ+3bil0IFhLtG2z2LQ3uIKvtqwj/FdJvL3E/5Opb+Szlnf19lnsbzSx/urdzMwM4l+GUmHve5V47MBeKYxXYsAJ/4R4lNhzu1QdujhMSIiItJ+HdhjMUQdi03cY9E0Tf6x4h88tvIx+qf2598n/puO8R0B6JQU+Fy4p/gnq1Qyj4GkrFZfDh1rjSUrIUtLoUVEBFCwKBIxLmfdpdDBidCN3WMRojdYfOfbnfhNOGdEFmO7jKWToxNu2zdU+ny19lmcs2Y3pR4v547o2qjrDuvm4pjuLv63chd7f/rNfX2cHWH6n8C9Dz68RUuiRUREpA53pQ+rxSA2poX/PNq/AeyJkJjR6FNM0+TBbx7k6e+eZlDHQTw97elag1o6JcUB9XQsWiyBrsXC7YGBda2oZ3JPthdvp8pfdfiDRUSkTVOwKBIhwT0WC8oOfCDbVxr4wNjYPRYhOpdCm6bJm8tzSHHYmNQ/HYthYXqP6ZR492KJ21Frn8U3l+dgsxqcNqRLo69/9YSeVPr8vLB4a+NOGHwe9Ds1sBx6+fNNezMiIiLS5rk9Xpx2K4ZhtOxCeZsC+ys28jp+088fl/6RF9a+wLD0YTw19SmSY5NrHRP8wnnvTzsWIWLToXum9MRretlRsqNV7ysiItFHwaJIhASXQje3Y9HlsOGwW6OyY3F1ThEb95Zy+pAuxMYE9io6qedJADhSV9fss5hTUMaiH/OY0r9TTQdnY0zp34keHRy8uGQ7ZdWbrTfIMOD0RyGlG3x0G+R+1/Q3JSIiIm2Wu9LX8mXQFcVQsrvR+yv6TT9/WPwHXl3/KsdmHMuTU54kwZ5Q5zib1ULHBHvdjkWAzBGQ3BXW/K9VV2X0TO4JwObCRm5NIyIibZaCRZEISYqzYTFqD29pSrBoGAZZrvioDBbfXJ4DwDkHLW8ekDqAbondsCd9x8od+ZRX+nhnxU7M6uXSTWG1GFx5XDZF5VU19zqseBec8zyYfnj9ssCHfxERERGgzONtebCYVz0luRH7K/pMH79b8Dve2vgW47qM47HJj+GwOQ55fHpiHHtK6gkWDQMGnA5F22Fn6y2HrgkWixQsioi0dwoWRSLEYjFIjrfVGt7SlGARAsuhdxaU4/dHz76BFVU+3lu1i76dEhmYeWAYi2EYnJR9ElVGEb7YTazYXsCbK3LomBDLhKMangZdn3NGdCXFYePZBVvwNfb9Z42AafdB/o8we5b2WxQRERHgwFLoFgkObunYcLBY5a/ilaJXmL15NhOzJvLIpEeIi4lr8JxOSbHsKfZg1vfZ5eizAj/XvN2cqpulZ0ogWNQAFxERUbAoEkEup732UuhSD4YBqY1cFpzliqfS52dfaT177kTI5z/spai8inNGZNXZp+ik7MBy6JikVTz6xSa25ZVx5rAu2KxN/09RvN3KJaO7sy2vjE/X5jb+xFHXBvZbXPM2LH+uyfcVERGRtickS6HzGhcsPr7ycVZWrGRq96k8NPEhYq2H/0K5U1IclV4/ReX1DEvJHA7J3WDNu632panT5qSToxNbira0yv1ERCR6tfB/PUWkJVwOO9vzDwxf2VfiIdVhb3TQdmAydFnNxMBIe3P5DqwWgzOGZdZ5rVdKL/qkHMUG3/cs3rAHiKlZLl3hrWBP2R72uPeQW5bL/vL9+E1/zbkWw0JRRRGjKkaREpcCwCVjuvOvrzbz9PwtTB/YuXEFGgac/hjkroaPbg/sTdR5SEvftoiIiByhTNPE7fHisLfwn0b7NwAGpPY65CF+0897P75HqjWVv0z4CzGWxt0zvWYytIcUx0++gDaMwHToRf+AnG+g68hmvoGm6Znck2/3fovf9GMx1K8iItJeKVgUiSCXw8bqnEpM08QwDPaVeBq9DBoOngxdzojuza/D7zfZX26y46CQ0+W0k9DEb+73FFfw1YZ9TOqXfsj3cXLPk9hY+AjWhI0cnTKaHml2Hlr+EP9d81+85uEHsfz7tX/TI6kHg9MGMyRtCJOGxDNnRR7LtxUworurcYXGp8C5z8OzJ8IbM+HnX0Fc0mFOCi2f38Rvms3q1hQREZHQqfT58fpNnLEtXQq9KTAoznboL3tX71vN3rK9THRObHSoCJBREyxW0Dcjse4BwWBx7butFiz2SunF4t2L2VW6i6zEpu2XLSIibYeCRZEISnHYqfKZlHq8JMbZ2FfiYXhjwzEO7lhs2QCXe2ev4YUlPljy5UG12Vhyx2TibI3/kP3OtzvxH2YYy0nZJ/HIikewJa1i7IBBnDv7XLYUbaF/an/GdBlDJ0cnOjk7kR6fXusDt8fn4e0Fb1OZVsmqvat478f3eO/H9wBIOMrOrLm9mDHoOIamD2Vwx8E1XY2HlDkCpv0fzLktsN/iOf8OfOPfSu58+ztW5RQy51cTWu2eIiIiUpfb4wNo2VJovy8wvCV7fIOHfbLtEwCGxDVttUSnpMAXtvVOhgboMjwQaq55F6beB5bwf3GZnZwNBAa4KFgUEWm/FCyKRJDLYQOgsKwKi2HgrvSRltCcjsWywxzZsCWb80mwwUVjAhtxf7u9kK+35rM1z02/jMZ18pmmyZvLc3A5bEzq1+mQx2UmZDKwwyDW8j2v5PwGq2Fl1vBZzDx65mG/ud/j3MOJ408EIK88j9X7VrNq3ype+24Bhf5NPP3dDzXH9kjqwXGZxzGtxzSGpA2pf4nOqGtg24LAfos9xsHIqxr1XkNh5Y5C1u8poaisiuTqvwciIiLS+tyewIqJFg1vKdoBPg90POqQh/hNP59u+5TMhEyyYpoWxAW3vNlbcoh9tQ0Djj4TFj4CO7+Brsc26frNEZwMvaVoCxOy9EWpiEh7pWBRJIJc1UNaCsoq8Vdvtt2UpdAuhw2H3dqijsWKKh+b9pUyKNXgjpP7A/D2ihy+3prPln2NDxZX5RSxaW8pM8f2wB7T8Lfkp/c+je/zvmNg6kDuG3cfvV29m1x3h/gOnNDtBE7odgIjky/momcWcfqxFkYPKGH1vtWs2LOCF394kRd/eJF0RzpTu0/l6A5Hk+HMIMORQbozPbBZ+mmPwu7VMOcOyBrZavst5lZ3HGzJczPUkdIq9xQREZG63JXVwWJLOhaDE6E7HPozzff7vyfXncvMo2di5DVtlUR6dcdibtEhOhbhQLC45p1WCRZ7pQT2ktRkaBGR9k3BokgEuRzBYLGKSm9gUElTgkXDMMhyxbcoWNy4pxSf36RrwoEwsGdaAgCb97sbfZ03l+8AGl4GHTSj7wz6pfZjYMeBTdpf6FDG9upA/84uPl3p5t7pZ3NBvwswTZMf8n/g460f88nWT3jph5fqnDe1+1TuHHUnHc99Hp6dCp/fBxe/2eJ6Dqe80lcz1XHzvlKGdk0J+z1FRESkfjVLoVsyvCUYLDbQsfjJ1sAy6Gndp7Erb1eTLt/BGYvVYhx6KTRA56GQ0j2wHHra/WFfDu2Kc+GKdbG5aHNY7yMiItFNwaJIBB1YCl1JmSfw4a8pwSIElkMv2Lgfv9/EYmn6HoFrdxcB0PWgfcCzOzgB2LyvccFiRZWP91buol9GIkd3OXyHo8WwMDR9aJNrPRTDMPj5hGxuem0VLy3dzg0n9MYwDAZ0GMCADgP41fBfsbFwI9uLt7OnbA+57lzW5a/j022fsix3GXeOupPpPcZjbJ4LFcVhH+SSe9A/CrY0IbwVERGR0CsLRcdiXjBY7FPvy6Zp8um2T+ns7MzAjgPZRdOCRavFIC0hlj2HWgoNBy2HfhhylkG3UU26R3P0TOnJhvwNNYMIRUSk/dE4UpEISqnuWMx3V7KvNPBBsSl7LEJggEulz19zflOt3VUMQNeEAx8Gkx02OjjtbN5f2qhrfPbDHoorvJwzIitiHypPHdyFjKQ4Xli0tab7M8gwDI5yHcWU7lO4qP9F3HzMzTw97Wn+dvzfsBgWfjPvN/w6wSAfH2z8JOy17i460GHa2PBWREREwqNmj8WWTIXevxFikyCh/n2m1+StYZd7F1O7T232Z6VOSbHsbahjEQLBIgSWQ7eCnsk9KakqYX/5/la5n4iIRB8FiyIRlOo8sBR6X/U30ME9dBrrwGTo5g1wWbu7mOR4G66f3LZnmrPR3XRvLs/BajE4fWhms2oIBZvVwsxxPdhb4uG9VY3rAjixx4m8c/o7nNjjRD4r2cSv0zti/jA7zJXWnujYlOXmIiIiEnohWwrdoXega7AeNcuge0xr9i3Sk+LYW+LB7zcPfVDnIeDKhrXvgt9/6ONCJDjARcuhRUTaLwWLIhGUctBS6GCwmJYQ16RrHJgM3fR9Fv1+kx92lzCgc1Kdb8+zOzopLKuiwF3Z4DX2FFcwb8M+Tuib1uRl3KF2wbHdcNqtPDN/M6bZwIfug6TGpfK34//G2X3OZnl8HF/kfAXe5nV/Ntbu6o3XUxw2tuwvbfgfCCIiIhJWweEtjuZ2LFYUQ2nuIfdXNE2TT7Z9QidHJwZ1HNTcMumUFIvPb5LX0Gczw4Cjz4CS3bB9cbPv1Vg9UwLBoga4iIi0XwoWRSIoJf5Ax+LeEg92q4Wk+KZ9Wx7sWNyR3/SOxR0FZZR6vAyoZ1/EAwNcGl4O/c63O/GbjRvaEm7J8TbOG9mNdbklzN/YtCU5vxj2CxyGjQeT4qja9HmYKgzYUx0sjs7uQEWVv9aeiyIiItK6gh2LCc3dY7Fmf8X6J0KvzV/LztKdTO0+FYvR/H9+dUoMfPnc4AAXgMHnBX5++99m36ux1LEoIiIKFkUiyB5jISE2pqZjMS0xtsn77rSkYzG4v+KAznWDxeyOhx/gYpomby7PweWwMalf/XsKtbbLx/XAYsDT85v2AbdjfEeu7nseO2w2Xln9dJiqC9hdVIHVYjAyOxXQABcREZFICu6x6GjuUujDTIT+bNtnQMuWQQN0SgoEi3tLDhMspveHrqMC+yyWF7TonoetydEJp83JlqItYb2PiIhELwWLIhGW4rAFhreUeOjYjKXELocNh93arGBxTTBYrKdjsVdadbDYQOi1KqeITXtLOX1oJvaY6PjPSddUBycN6sz8jfv5YXdxk869eMQsOvsNnnRvpLA8L0wVBjoN0hNj6ZNe3RW6r3FDckRERCT03JUtHN4SDBY71D8RetW+VThtToakDWne9asF9+HeU9yILVtGzARvBax+vUX3PBzDMOiZ3FNLoUVE2rHoSAJE2rFUp50CdyX7Sz1NnggNgQ90vdMT+HpLPh+s3t2kc9fuLsZutdCretnzwbqmOrAYsKWBjsU3l+8AomMZ9MGuOi4bgNe/2dGk8+Ji4vhVx1GUWAyeXPiHcJQGQG5xBZ2S4g50hapjUUREJGIOTIVubsfiBjAskNqzzkumabKxYCO9U3q3aBk0QEZyI5dCAww4A2KTYfnz0Mh9p5srOzmbvIo8ijxFYb2PiIhEJwWLIhGW4rCzu7gCr99s9vCTP501iGSHjV+8soJ/L2j8UpS1u4rp0ymh3m7D2BgrWS7HIfdYrKjy8d7KXfTLSOToejoeI2lo1xQ6JsSyZHN+k889afh1DK7w8NrOL8OyX5DX52dfiYfOyXFkpsRjj7E0uNxcREREwstdGdhj0WFrZsfi/7N33+FR1VkDx793Snqb9N5oCTWEKggoomIF7GXtWNau66r7upZV13VdddW1Y+8FFRRUEEF67xBCS0J67z0zc98/biYkpCczEMj5PE+egTu3/IaSzJx7SlkmeASDsfUAvqLaIkrrShno03b/xe442mOxCxmLTm4w6krIT4LMLb2+dkcG+AwApM+iEEL0VxJYFOIEM7kZm24k9zSwOCzUm+//PIlYf3eeXpTEcz/v63TScFFlHbnltW32V7SJDXAnragaSxvn+i0pj/JaM5eNCe92X0hHUxSFibG+JOeWU1rd8VTrVseGjuavdUbMqMxZOIfZC2bz8KqHeX/3+6zNWkthTfeGwhyroLIOq6r1SdLpFGL83KXHohBCCHECVdWZcTHqMOh7+NGoMg88g9t86mCJViY9yNR2mXR3+LgZcdLryO/q0LcxN2qPWz/q9bU70jTApVQCi0II0R9JYFGIE8zk5tT0654GFkErXf7uz5MYG2Xi3VUp3Pf1DurMlnb335dTAbTdX9Emxt+derOV7NLW/Rvnb83EoFOYPTqsx2t2pImxfqgqbEztZtaiopAw8AKeyy/kzIAx1Fpq+SX1F17Z9gp3LLuDM785k2lfT+P2327n5S0vszhlMYdKDmG2mrt0+pzGidC2cqbYAHcyS6o7/LsSQgghhONU11lw7+ngFqsVKnLBM6TNpw+VHgKwS8aioigEejmT29XAYtAwCB8He76DWseVKdsCi4fLpM+iEEL0Rz38CSqEsBcfN2PTr3vSY7HluZz4bO4E7vtqOz/tzKagopZ3rhuLt6ux1b5JOdobzI4zFhuHixRWEeHr1rQ9t6yW1QcLmB4XhH8v1+woE2P9ANiQUsS5w9rOImhX/IVctOkdLrL6wux3qbDUcKDkAPuL93Og5ADJxclszdvKuux1TYc46ZwYaBzIgJIBDDS1/+EhrzGwGNIYWIzxd8eqQnpRNYOCPLv5KoUQQgjRW1X15p73V6wuBNXSbsaiLbBoj4xF0CoejhRVd/2AMTfCwru0IS7jb7XLGo4V5hGGi96FQyWHHHJ+IYQQfZsEFoU4wXzd7ZOxaONi1PPmtWN4+qe9fLz+CFe8vZ6Pbh5HiLdri/2SGidCx3eQsRjbOFwktaCSaYMDmrb/sD0Lq9r3hrY0NyDAHX8PZ9Yf7sF058hJYIqBzfPg8O94nv4gY0ZeyZigMU27mK1m0svTSS5OZn/JfvYW7mVj7kYu/elSLhl0CXcl3IW/q3+rU9syFoO8bBmLR4O3ElgUQgghjr+qOjNuTj3sr1iRqz22l7FYcghfF198XXx7uLqWgryc2ZZeQoPFirErpdvD5sCvf9PKocfNBQe0r9Hr9MT6xDYFUYUQQvQvUgotxAnm06wUOtAOgUUAvU7hqYuH8eh5cezPq+CSN9dxIK+ixT5JOeVE+Lri5dI6m9EmNqD11GJVVZm/NQOTm5HpcYF2Wa8jHO2zWEFJVff6LKI3wK3LYdqjUF0EP94N/0uETfOgQQsMGnQGYn1iOT/2fB4Y8wDvnfse9/rdS0JAAvMPzOf878/n832ftzq1bZJj84xFQAa4CCGEECdIZZ0ZT5ce5ls0BRaDWj1lVa0cKj3EIB/7ZCsCBHq6oKpQWNmFAS4ATu4w8grI2wPf3gDrXocj66Cu7eF8PTXIZxAFNQWU1pba9bxCCCH6PgksCnGCmZqVQtuzrFhRFO6YNoBXrkygsLKOS99ax4YULXuvtsHC4YKqDsugQZs+6GrUtxgusiOjlMMFVcxKCGtzmnRfYiuH7nafRQA3Xzjzb3D/HjjrCWiohp8fgldHwfo3oL51GVKkMZKPZn7Eq2e+SoBrAM9vep6vkr9qsc+xGYsDGoO3qe1M3xZCCCGE46iqSml1Q4sbvd1SkaM9tpGxmF2ZTbW5usMWKd1le//QpcnQNpPugaARkLQQlj4GH54Hz0fAGxPhhz9rN04ztzTdPO0JW6n3wdKDPT6HEEKIk5OUQgtxgtmGt3g6G3DtaRlOB2aPDsPfw5k7PtvK9e9v4uUrRxHp64bFqjI0xLvDY3U6hWh/9xbZdPO3ZgJ9uwzapnmfxZnDu9ln0cbFC6b8BSbcoZURrX0NlvwfrH4ZTrtLKytyORqgVRSF6ZHTSQhM4Lqfr+O5jc/h5+rH2VFnA5BbXovJzYiLUfu79nFzwuRmlIxFIYQQ4gSorDNjtqr4tNGPumsnyNMe2+ix2NRf0Y4Zi0Fe2k3ovK4OcAEwRcOf10BNKeTsgOztkLVNe9z5hfYFoDNA4FAIS4SwMegsPl2+hO01Hiw5yLjgcV1fmxBCiJOeBBaFOMFMjT0W7dFfsT2nD/Ln69snctOHm7n7i+2c1hhw62gitE1sgDs/786htkGbWvzjzmzigj0Z1oVjTzRbn0VbpmavOLlrgcSxt8D2T2Htq/D7P7THiX+GCbe32N3XxZe3z36b636+jkdWPYLP2T6MCx5HblltU7aBTYy/e4usUCGEEEIcH6XVDUDLYXrdYstY9Gg/sOiIjMX87gQWbVx9IPYM7cumskALMGZvh+xtWsBx60ew9SNGe4+Cc8/XWsR0QjIWhRCi/+rbdYxC9AO2Umh/BwYWAYaFevP9nZMYGOjB+sZAW5cCi/7uqCqkFVXxW1IeFbVmLhsTjuKA5t/21qs+i+0xumhTFe/ZBhe/Dq4m+ONf8N8RxGT9AFZr064RnhG8NeMtnPRO3Lv8XjbmbCSvJgMf71LSytKoatCCibEBHhRV1VPW+OFGCCGEEMdHWY0tsNjTUuhcLdPPza/VUwdLtCDbAO8BPV7fsY5mLHajFLojHgEw+Bw44xG45mt46AA8kAQJ1+JfthN+fbRLp/F39cfH2afpNQshhOg/JLAoxAnmatQTH+LF2CiTw68VbnJj/h2nMTHWlwEB7oR6u3R6TNMAl4Iq5m/NxKBTmD06zNFLtZte9VnsiMEJEq+Du7fAJfPAM5jB6V/Ct9e3aIge7xfPq2e+Sq2llrlL5+IU/R/26h7jogUXcfZX01i16TWGe1YCKinSZ1EIIYQ4rkqqtRuPPc9YzNWyFXWtP1YdLD1IqHsoHk4evVliC4FNPRZ73g+xQ4oC3mFw4SsUeQ2DzfNg47tdOExhoM9ADpUeQlVVx6xNCCFEnySBRSFOMEVR+OW+KTw8M+64XM/HzYkvb53IkvundinrMMZfezO8/nARqw8WcMaQQLsOmXG05n0WHUJv0KYt3r6KHL9JsO8n+OBcKE1v2mVCyATeP+d95sRcT13hmZxuPI2byqtQGqq5a988KpOvZofzXIIX3whlmY5ZpxBCCCFaaSqFdu1FxmIbE6EbrA2klqU2lQjbi6ezATcnPXkVdspYbI/BiZ2D/wK+A+DXR+Dgsk4PGWQaRFVDFTlVOY5dmxBCiD5FAotC9EOKomDQd+2/f4y/lrH49eYMrOrJMbSluQEB7gR42qnPYkec3Ng16D6Y/nfI2wPvngkpK5ueTgxK5MzAGxhdGMn/Dv/Ig5Vmvhn5IPEuAbxj8uaO4CBcC1bB26dD8mLHrlUIIYQQAJTW9KLHotWiDW9pYyJ0enk6ZquZgT72668I2nu4IC+XnvVY7KYGowdc8w04e8H8myB/X4f7N/VZlHJoIYToVySwKITokLerEX8PJ+otVnzdnZgeF3iil9QtWp9FP/v2WWz/YjD1r3Dl59BQA59cDJ/MhiPrADCnruMDpxdA0cF13xM2di6fXvYLswbMYa+blfMi49hh1MNX18Dih6DB8R8ahBBCiP6stPG9gXdPpkJXFYJqaXMitG2IiT0Ht9gEejo7rhT6WP4D4cpPoaEavrhCe83taJoMLQNchBCiX5HAohCiU7asxVkJoTgZTr5vGxNjfQH4blsmOzJK2ZFRyu7MMixWB/UAir8Q7lgNI6+E1JXw4Xnw4flM3XInKgpZF34O4WMBcNY78+zpT+NadjVV1HGjvwfvR4/EunkezJsOBfsds0YhhBBCNGUsmtx7UApdmas9tjER2pa1Zwu22VOQlwsl1Q3UNljsfu42xUyFC17W2rx8dU27Nz5t2ZmSsSiEEP3LyRchEEIcd4OCPAG4NPHkKoO2Oa2xz+Kzi/cx+421zH5jLRe9voabP9qM1VHBRb8BcMm72nCXhGshfQOK1cJN9Q/jM/j0VrvHecygPuMeoryieUUp5c74iRQVHYB3psHWj0EaoQshhBB2d7THYg8yFisaA4ttZCweKjmEXtET4x3Tm+W1yTYZusDRfRabG3MDTLoHMjbCT/e2+b7Ew8mDUPdQyVgUQoh+RgKLQohO3XfWID68cRzDw7xP9FJ6JDbAgzeuSeT/zo9r+poRH8TKAwW8tfKwYy/uNwBmvwn37eRvIe+yxzAML1dDq91GhnlTWxXIE4nvcsmgS1hbm83lA+PY5O2vvYH/9kaoKXXsWoUQQoh+pqymHqNewc1J3/2DKxqHlLTRY/FQ6SGivKJw0vdwKEwHghonQ+cer3Jomxn/gCHnw66vYfWLbe4yyDSI1LJUGqwNx3dtQgghThgJLAohOhXk5cKZJ1lvxWNdMDKE26YOaPp6/ZrRxAV78tLS/Y4f7ALgE8HuKh+CvV3anMY9JsoEwN6sGv4x6R88P+V5qqwNzPXS8cbAcViSFsDbUyBjk+PXKoQQQvQTJdUNeLs6tfmzuVMVedrjMVOha8w1ZFRk2H1wi02ojysA2aU1Djl/u3R6uGQeBI2A5c9C8s+tdhnoMxCz1UxaWdrxXZsQQogTRgKLQoh+ycWo541rE3Ex6rn3y+0UVjq+nCi3rLapfOlYoyN9ANh2pASAC2Iv4JuLviHON463LXnMHTaJvNpC+GAmrHpRm0QphBBCiF4pra7H1JOJ0NBuxmJKaQoqqkMGt8DRwGLW8Q4sAjh7wDVfgZMHrHiuVUm0bTL0odJDx39tQgghTggJLAoh+q0BAR48N2cE+RV1PPD1Dsf1WwSq682U15oJ8XZt83kfNycGBLizNb2kaVuUVxSfnf8Z18Rdw5bqTC6PimFV8ABY/gx8OhvKcxy2XiGEEKI/KKtpwKfHgcVc0BnB1bfFZluPwcE+g3u7vDaF2QKLJScgsAjgHQ4J10DebjiyrsVTtsCiDHARQoj+QwKLQoh+bfboMK4eH8Hqg4V8uC7NYdfJLdP6INn6IrVlTJSJjOIa8iuO9kxy0jvxtwl/45UzXsGswF0utbwUP4WG1FXw9mRIW+uwNQshhBCnMlVVKW0she6RylxtcIuu5UeqQyVatp6jMhb93J1wMuiOfyl0c+Nv1x43vtVic4xXDAbFIIFFIYToRySwKITo9568aBgGncL6w4UOu4atwXqId/uBxcRIrc/itiOlrZ47K+os5l80n5EBI/mo9gg3DJ9EptoAn1ysTY0WQgghRLdU1pkxW9XeZSx6BLXafKjsEE46J8I9wnu5wrbpdAphPq4OK4WuM1v41y/7KKjpoJLDfyAMPBuSF0PJkabNRr2RaO9omQwthBD9iAQWhRD9notRj4+bEyXVjptg2NWMRYBtzcqhmwv1COWjmR9x8/Cb2V2VyZURYWT6hGpTo395FCxm+y9cCCGEOEWVNv7c71GPRasFKvO0jMVjpJWlEeUdhV7Xg0nTXRTq40JWSQ2qav82Lr8l5fHOyhSWZVg73nHiHaBaYfN7LTYP8hlEVmUWVQ1Vdl+bEEKIvkcCi0IIgfahoqS63mHn70rG4oAAD7xcDGw90nZgEcCoM/LAmAf47xn/pbyhiscGjMQSNVkrRfricjA7fgiNEEIIcSooq9ECiz5uPSiFrirUgmrHDG6pt9STXZlNtFe0HVbYvlBvV6rqLZTX2v+m4m9J2rTrw2WdBC0HnAX+g2Hbx1B/NIhoKwGXAS5CCNE/SGBRCCEAk5tTU+aCI9gyFoM7CCzqdAqjI03sziqjztzx1OcZUTO4Ou5qthXu4pMxl0DCn+Dwclj1H7uuWwghhDhV2X7ue7v2IGOxaSJ0y1Lo9PJ0VFSHBxbDTI4Z4NJgsbIiOR+AzEoor+3gvZGiwPjboLYMdn7VtHmQjwxwEUKI/kQCi0IIAZjcjZRW1ztsMnRuWS16nYK/h3OH+42JMlFvtrI3u7zTcz4w5gGivaL538432X/6nRA8Ala/DDk77bVsIYQQ4pRlq1ToUY/Filzt8ZiMxbTyNACivaN7sbLOhTZOhrb3AJfNacWU15oJ8XZBhQ6rKAAYdTU4e8PGd6CxLNs2GXpv0V67rk0IIUTfJIFFIYRAy1i0qp3cme+h9KJq1h8uIsrXDb1O6XDfowNcOnkjD7gaXPnXlH9hVa3837onqL/oFS17YOFdYHFc9qUQQghxKiitsfVY7EEpdFPGYssei7bAYpRXVG+W1qnwxsCivQe4LEvSshUfOHswAJtTizs+wNkDEq+Dwv2QsgKAMI8wBpsGs/DQQlLKUuy6PiGEEH2PBBaFEIKj/ZXsPcClzmzh7i+3UVlv5qmLh3W6/6gIb3RK+wNcjjXcfzi3j7ydAyUHeD13FZz+AOTuhjWv9HLlQgghxKmtrDFjsUel0JVaH0I8jgkslqUBOL7HogMyFlVV5bd9uYT5uHLJ6DBc9FoGY6fG3woosPVjABRF4fGJj2O2mnl6/dMOGTAjhBCi75DAohBCcHQipL0HuPzr52R2ZZZx1xkDmTo4oNP9PV2MDAn2YuuRki6/EZ87ci4j/Efw0Z6P2DB4GgTEw8p/Q15Sb5cvhBBCnLJsPRZ7Vgpty1hsXQrt6+KLt7N3b5fXoRAfrWdzph0DiwfyKskoruHsoUEY9DpivRV2ZpRR29Bx32dM0RA5EQ4uhfpqABICE7hiyBVszdvKgkML7LZGIYQQfY8EFoUQgqNlUKV2DCz+sjuHj9alMSHGl/tnDOrycYmRPuSV13W5vMmoM/L8lOdxM7rx6NrHKZz5T1AtsPBOsNh/WqQQQghxKiip7sVU6Ipc0BnBzbfF5rTyNIdnKwI4G/QEeDrbNWNx2T4tC3NGvDaQZpC3Qr3Fyu6sss4PHjoLGqrh0LKmTfcm3ou/qz8vbX2J4touZD4KIYQ4KUlgUQghAJN7Yyl0lX1KodOLqnl4/i783J147erRGPRd/3Y7Jqqxz2J6aZePifSK5KnTnqKotohHD32JZeKdkL0ddn7Z3aULIYQQ/UJZTT0GnYK7k777B1fkav0VlaO9k0trSymrK3N4f0WbMB9Xu06F/i0pD09nA+NjtGDpQB/ttW3qrM8iQPxF2mPSgqZNXk5ePDL+Ecrqynhx84t2W6cQQoi+RQKLQgiB/UuhH/luF5X1Zv57ZQJBXi7dOrYpsNiFAS7NzYyZyZVDrmRj7kbe9fMHVxP88TyY67p1HiGEEKI/KK1uwMfNCUXpeLBam2yBxWaO10RomzAfV/Ir6qgzd1Kq3AX55bXsyChl2pAAnAzaR8RoTzDqla71WfQOh/BxcGAJNBwNdp4bdS5TwqbwU8pPbMjZ0Ot1CiGE6HsksCiEEDQf3tL7wGJKQSXrU4qYNSq0S30VjxXp64afuxNbuxlYBPjruL8S5xvHW3s/ZGPilVCeCVs+6PZ5hBBCiFNdaU1Dz/orWi1Qld8qsJhalgo4fnCLTWhjn8Xcstpen+v3ZG0a9NlDg5q2OekVRob7sDWtBIu1C32fh86G+ko4vLxpk6IoPDbxMVz0Ljyz/hlqzb1fqxBCiL5FAotCCEHzjMXel0J/ty0TgCvGRvToeEVRSIwykZRTTnV993okOuudeXHai7gZ3XikeAOFXiGw6kWoq+jRWoQQQohTVWl1PT49mQhdVQCqtdVE6CPlR4DjF1gMa5wM3dWezB1ZlpSHQadwxuDAFtvHRftSUWcmObe885MMvVh73Lug5To9wrgz4U7SK9KZt3ter9cqhBCib5HAohBCAN6NHyx6O7zFYlX5flsWYT6uTIz16/F5EiNNWKwquzK70DD9GFFeUY39Fot5JDIWS3UhbHirx2sRQgghTjWqqjaWQvdmInTrUmi9oifCs2c3FrsrtDGwmF3auyzA6nozaw4VMj7GF+9j/jzGx2jtWTZ3pc+iTySEJsL+X1q1YfnT0D8xxDSED/Z8wOHSw71arxBCiL5FAotCCAEY9Dq8XY29Ht6y7nAhOWW1XJoYhk7Xg55NjWx9FntSDg1H+y1uqsrgnZAoWPc/jA2StSiEEEIAVNVbMFvVnk+EBvAMabE5rSyNMI8wjPoeBCt7IMzUmLHYywEuqw8WUme2tiiDthkT5YuiwOauvh8ZNhvqK+DwihabjTojT5z2BBarhafXP41VtfZqzUIIIfoOCSwKIUQjk5ux1z0W52/VyqAvHRPeq/OMDPfGoFPYnt6zwCJo/RbjfeN520Vlg1JHTPbCXq1JCCGEOFWUVGk/73tUCt1GxqLFaiG9Iv24DW6Bo6XQ2b0shV6WlAfAjPjWgUVvVyNDgjzZnFqMqnahz2J8Yzl0Uuv3HCMDRnLlkCvZlr+NHw7+0Ks1CyGE6DsksCiEEI183Jx6FVisMav8uieX8dG+RPm592otLkY9w0K92HqkpGtv5NtwtN+iO48GB+OWvwQq8nq1LiGEEOJUUFajVSj0rBS68Wdps8BidlU2DdYGoryi7LG8LvF2NeLupO9Vj0WLVWV5cj5xwZ5E+Lq1uc/4GF/yK+pIL67u/IS+MRAyCvYvBnPr91T3Jt5LoGsgL219icKawh6vWwghRN8hgUUhhGikZSw29DiQtyVfpc5s5bJeZivaJEaZKKluILWwqsfniPSK5KlJT1GkqPyfvzeWvd/bZW1CCCHEyay0cVibd49KoW0Zi0dLodPK0oDjN7gFtGFvoT6uvcpY3J5eQlFVfZvZijbjon0B2JjShT6LoE2Hri2D1JWtnvJ08uTRCY9SUV/Bi1te7MmShRBC9DESWBRCiEYmNyfqzVZqGiw9On59jhVXo57zR4Z0vnMX2Posbksv7dV5ZkbP5MqBl7DJ1YVf9n1lh5UJIYQQJ7fSGi2bztSjjMVc0DuBq6lpU1p5GgAx3jH2WF6XhZlcySqt6fFN0d/2admXbfVXtDltgB+uRj2v/n6wKdOzQ0NnaY9//AtqSls9PSNyBtPCp7E4ZTHrstf1ZNlCCCH6EAksCiFEI5O7lrVQUt39AS6HCyo5XA7nDQ/Gw9lgl/UkRvZugEtz94x9EFdV4X1zLtbynF6fTwghhDiZ2X7W+7j2IGOxIBlM0aAcHdJ2pPwIcHwzFkGbDF1ntlJU1bNWLsuS8gj0dGZEmHe7+/h7OPPERUPJKq3hsR92dx7E9BsAk++HrK3w0YWt2rAoisJjEx7D1eDKM+ufodbcu6nWQgghTiwJLAohRCNb1kJJD96cf9c4tMVeZdCgfVgI8XZhWxcCi7UNFg7lV7b7vLezN2fqBnDIyYlVm1+z2xqFEEKIk1FZY0/lbvdYLM+G0iMQMaHF5rSyNNwMbvi7+ttriV1iG+DSk8nQKQWVHC6o4qz4IHQ6pcN9rxoXwbnDgli0K4fvt2V1fvIZT8FZT0DebvjgXChJa/F0iEcIdyXcRWZlJu/uerfbaxdCCNF3SGBRCCEa+bjZMha7F1i0WFW+35aFrzNMjPWz65oSI00cyK+gvLbjLMp3V6Vw7iuryOigsfp40xyMqsq8jKU9LpkSQgghTgVNPRa7OxU6fYP2GHlai82p5alEe0ejKB0H6OytN5OhlzWVQQd2uq+iKDx/yUiCvJx5YuEejhR10v9ZUWDKX+CCl7Wg4gczIX9fi12ujb+WeN94PtzzIYdKDnV7/UIIIfoGCSwKIUQjk1vPSqHXHiokt7yW04KVTu/4d1dilAlVhR2d9Fnck1WGxaqyK7Os3X08nIKYpfdjl1LPlrRldl2nEEIIcTIpbewVaGuD0mVNgcWJTZuqG6rJr84/7mXQoFU3AD2aDL0sKR9Xo55JA7qWZWlyd+LlKxKoqrdw31c7aLBYOz9o3C1w2ftQVQAfngeZW5qeMugMPHnak1ix8o/1/8CqduF8Qggh+hwJLAohRCNbKXRpNzMW5zeWQZ8WYv9vqbYBLp31WUxpnBydlNN+YBHg5rir0akq87a+ap8FCiGEECeh0up6DDoFdyd99w5MXw8eQeAb27TpRPVXBG14C3Q/sFhcVc+WI8VMHeyPi7HrfwaTB/pz29RYdmSU8tmGI107aPilcPXX0FALH18Mh1c0PTXMfxhXx13NjoIdfHfwu269BtG+mnoLM19ZxSfr0070UoQQ/YAEFoUQolHT8JaqrmcsltU0sGRvLuOjfQlwtX/509AQL5wNOraltx9YtFjVppKkpOzyDs8XMeJqzq2uZX3VEfYW7bXrWoUQQoiTRWl1Az5uxu6VLteWQ94eLVux2XG2idDR3tH2XWQXBHk6o9cp3e6xuCI5H6sKM+LbnwbdnnvPGgTQYZVEK4NmwPULQG+AL66ApB+bnrpn9D34u/rz3q73JGvRTlYfLCA5t4Ile3NP9FKEEP2ABBaFEKKRqQc9FhfvyqHObLXr0JbmnAw6RoZ7syO9FIu17b6ImSXVNFi055JyOg4s4uLNLd7DAHh/+1t2XasQQghxsiitaeh+f8XMzaBaW/VXTCtLA05MxqJBryPYy4Xssu4FFn9LykOnwPS4zvsrHsvD2YDJzdj9gTGRE+HGn8HFB769AbZ9CoC70Z2LYi8iuyqbHfk7ur0e0Zqtf2ZyTsUJXokQoj+QwKIQQjSyTYbsTmBx/tYMXI16zh8Z4qhlkRhloqLOzMH8tt8c2sqgnQw68srrKKys6/B8Q4ZdybTqGpZlrWRN1hq7r1cIIYTo60qrG5puKHZZ+nrtsVl/RTiasRjlFWWHlXVfqI8L2aW1Xd6/tsHCqoMFjIky4efh3MNruvaoryPBw+HmX8E7HH68G9a+BsAFsRcAsDhlcY/WI46yWFV+35cPQFFVPQUVHb8vFEKI3pLAohBCNHIx6nE16rs8vOVwQSXb0ks5b0QwHs4Gh60rMVLrs7jtSGmbz6cWaIHFM4cEALCvs6zFIedxT2kFnui4+/e7+Tr5a7utVQghhOjrVFWltLq+6YZil6VvAKM7BI1oubk8nUDXQNyMbnZcZdeF+bhSXFVPdb25S/uvTymiut7SozLo5tfMLa9tt5qiQ34D4OYlEBAPvz0Oy/7BYJ9BDPQZyJIjS2iwdG+InmhpR0YJRVX1+HtogfPk3E7eFwohRC9JYFEIIZoxuRm7PLzlu8ahLY4qg7axBRbbG+CSUlgJwIUjQ4HO+yziamJIxOl8lpVDqFswz258ln9v+jcWq8V+ixZCCCH6qKp6C2arirdrNzIWzfXaROOIcVqfwGbSK9KJ8Iqw8yq7zjYZuqtZi8uStDLZGUN7HlgM9XHFYlXJK+96pmQLXqFw088QNhbWvIyy+EEuiDmfsroyqabopd+StGzFW6doA4akHFoI4WgSWBRCiGZM7k5dKoW2WFW+35ZFmI8rE2P8HLqmAE9novzc2N7OAJfUwircnfRMa8xY7LTPIsCIK4ipr+PzBm8SAxP5bN9n3L/ifqobqu25dCGEEKLPsd1A7FbGYu4uMNe06q9YVldGeX05EZ4nLrAY6atlSnYlM81qVVm2L49Yf3cGBHj0+JphTcHMHpRD27j5wvULIfYM2Poh56ftAGBxqpRD98ayfXkEejpz+Vjt32RyrgQWhRCOJYFFIYRoxuTm1KWp0GsOFZJbXsulY8LR6ew/DfpYiZEmUgqrKK5qHfRMKagiJsAdLxcjkb5unWcsAoy8AoZfhmn/r8wzRHFR7EX8kfkHN/x6A7lVMkFQCCHEqau0seWJqTuBxXb6K2ZUZGibPSPtsraeOGNIIIoCP+3M7nTfPdll5JXXcXYvshUBwkxaYLFHfRabc/aAa76BiAmEbv+SRN9h/JHxB5X1lb07bz+VWljFofxKzooPwtfdiWAvFymFFkI4nAQWhRCiGR83I5V1ZurN1g73m99YBn1pYtjxWBaJUbY+iy2zFqvrzeSU1RLrr2UdDA3x4nBBJbUNnZQ1KwrMeh3CxuC09lX+6TmSuxPuJrk4mWsXX8veor0OeR1CCCHEiWYLLHp3Z3hL+gZQ9FrpbjO2wOKJzFgM9nZh0gA/ViQXUNZJn2h7lEHD0fLrXgcWAQzOcMajoFq4sB7qLHUsS1/W+/P2Q7a/37OHatO+hwR7cjC/ErOl4/e1QgjRGxJYFEKIZmwTIktr2i+HLqtpYMneXMbH+BLl535c1pUY6QPAtmPKoVMbJ0LH+GvrGBrqhVWF/V0pezG6wlVfgFcYyk/3crvvaF6Y+gKldaXc9OtNLE9fbtfXIIQQQvQFtp/xPq5dzFhUVS1jMWSklmHXTHp5OsAJ7bEIMCshjHqLlZ/35HS439KkPExuxqb+zT1lK4XOKrFDYBEg9kwIGcU5+1diUAwyHbqHftuXh6tRz6QB/gDEhXhSb7aSVlR1glcmhDiVSWBRCCGasZVFlXZwx3/RrmzqzVaHD21pbkiQJ+5O+lYDXGyBxdiAxsBiiBfQxT6LAJ7BWnBR0cFX13CeaTjvn/s+rgZX7l9xPx/v/RhV7cHERyGEEKKPsv2M73KPxaJDUF3Uqr8i9I2MRYCZw4NxMuhYsD2r3X0yiqtJzq1gelwQ+l62cfFzd8LJoOtdj8XmFAUm3493fTVTXILYlLuJguoC+5y7nyiuqmdLWjFTBvnjYtQDEB+svS/cJwNchBAOJIFFIYRoxuSuZSyWtNHL0Gb+1kxcjXrOHxFyvJaFQa8jIdKHnZmlNDQrZ0ktaAws2kqhQ7U3kHuzy7p+8tAEuOQdqCqAL68mwXsgn5//OTHeMby45UWe3vA0DdbO+04KIYQQJ4OyGluPxS6WQrfTXxG0wKK3szdeTl72Wl6PeLkYOTs+iI2pxe0G+37fZyuT7V0ZNIBOpxDm49rlSdRdMnQWmGK4MPsgVtXKL6m/2O/c/cCK5Hysasu/3yHBnkAXK1mEEKKHJLAohBDN2D5klLSTsXgov5Lt6aWcNyIYD2fD8VwaiZEmahusJDe765zSmLEY7a9NhAzxdsHHzdi1AS7NDZ0FZ/4d8nbDD7cT7h7Kp+d/ymkhpzH/wHzuXHYn5fXS/FsIIcTJz3bz0LurpdDpG7THiLYDiydycEtzsxJCAfixnSEuy/bl42TQMWWQv12uF+rjQlZpjf0qG3R6mHwf08oK8dA5seDwAqma6IZl+/JQFJgeF9i0bUCABwadIgNchBAOJYFFIYRoxlYWVVLddsbid9u0oS3HswzaxjbAZeuR4qZtKYVVBHo64+mirVtRFIaGeJGcW4HF2s0341MfguGXQfIiWP4MXk5evDHjDS4ffDkbcjZw3c/XkV+db7fXI4QQQpwIpTXdLIVOXw++seDZMtOvuqGagpoCwj2P/3uCtpwxJBBvV2Ob5dBlNQ1sSCli8gA/3O10YzTU25XKOjPltWa7nA+AUVfj7B7E7KpaDpYcZEPOBvud+xRW22Bh5YECxkSa8PNwbtruZNAxMNBDSqGFEA7Vo8Cioig/KIqiKooyo4N9zlUUZZOiKGWKouQpivKRoii+PV+qEEI43tGMxdaBRYtV5fttmYT5uDIxxu94L43EiMbAYnopAKqqklJQ2TS4xWZoiBfV9RaOdLdRd7NJ0ax5GXZ+jVFn5PGJj/PQ2IdIKUvh/9b8H1ZVJgsKIYQ4eZVWN2DQKV2rPKjIg+KUNvsrZlZqNxv7Ssaik0HH+SNCSM6taJWhtvJAAWar2utp0M2Fmew8wAXA6AIT/8y1hTnoUPh478f2O/cpbH1KEdX1ljb/focEe5JVWkN5rbS1EUI4RrcDi4qiXA+4dbJPALAQ+AbwBYYDscDrPVijEEIcN01TodsohV5zqJC88jouHROOrpdNz3vC283IwEAPtjUOcCmqqqei1tw0uMXG1mexywNcmms2KZof74GMTSiKwg3DbuCywZexMWcjX+z7otevRQghhDhRSqvr8XEzoihd+Fme0Zgx11Z/xfK+MbiluTmjwwBYsL1lOfSyJK2/4ox4+wUWQxsnQ9ttgIvN2JsJ17szo7aBtdlrOVhy0L7nPwXZ/n7b6p8Z1zjA5YD0WRRCOEi3AouKooQDzwK3drJrOOAMzFNV1aKqagFakHF0j1YphBDHicm9sRS6jeEt87dqmQmXJoYd1zU1NybSRFZpDblltUcnQjcObrFpCix2t8+izTGToinVPjj9dexfifCM4JVtr5BSmtLzFyGEEEKcQKU1Dd3vr9jBROhIr76RsQgwNspEmI8rP+7IosFixWJVqW2wsGJ/PqPCvQnycrHbtcIbA4tZ9g4sunjDnHe4oVQbRPfJ5pfte/5TjKqqLNuXR6y/OwMCPFo9HxeiDXDZJ4FFIYSDKF1tiKtot/SWAPNVVX1XURQVOFtV1WXt7LsQWAe8BPgB84GVqqo+1sb+DwIP2n7v7u4e9t133/Xg5bSttrYWFxf7/RB1hL6+Rllf7/X1Nfb19cHxWaOqqty50sIIP4U7R+ibtlc3qPx1nYUYT3gose3SqeOxvjXZVj7db+W2YTpqzPDpfit3jtAxyv/ofSKLVeXeVRbiTAr3jDr6Grq7vqCiDSQceJlytyg2DX8Gi96FtPo03ih+g1BDKPf43YNBse8Am77+77Cvrw/6/hplfb3X19fY19cHfX+Nsr7e62iNf11rJsAFHh7T+c+wibv+hmtdPivGvqe1DGlmftl8NtRs4ImAJ/DSd28qtCP/DH84bOHX9Naf8S6O0XFBdNfzSjpbY361yuMbLZwToXDpQH27+/WUX+kuXit9j93ORv7tehWqz7hure9EO17rO1Kh8twWC2dHKFzWxt9DSa3Ko+stTAtVuGZIy+flz7D3+voaZX2919fX2Nn6Zs6cmaWqqmObAauq2qUv4E7gt2a/V4EZHex/CZAFmBv3XQq4deVaYWFhqj39+uuvdj2fI/T1Ncr6eq+vr7Gvr09Vj98axzzzm3rJm2tbbPtsQ5oa9cgi9evN6e0edzzWdzCvXI16ZJH6zE971ed+TlKjHlmkHs6vaLXfBa+tUsc9+1vv1/fHC6r6pJeqfnmNqlosqqqq6qtbX1WHfzRcfW3baz16DR3p6/8O+/r6VLXvr1HW13t9fY19fX2q2vfXKOvrvfbW2GC2qDGPLlJv+2Rz5yeprVDVp0zaz8A2zF0yVx332TjVarXabX32kFdWo/7lmx3qXZ9vbfp66Jsdal55TbfO09kaaxvMatQji9S7Pt/am+V2aNnmN9ThHw1XX30tRlUPLO3W+k6047W+l5Ykq1GPLFI3phS1+bzValVHPrVEvfSY97aqKn+G9tDX1yjr672+vsbO1gdkql2M+/X0q0upJoqiDAAeB1o3F2l7/2nAV8BVwI+AJ/Af4HdFUSY1vjghhOiTTG7GVsNbvt2SiatRz/kjQk7QqjSx/h54uxrZml6Cv4czep1ChG/rtrdDQ7zYk5VJQUUdAZ7ObZypi6Y+BAXJsGc+LH8GZjzJn0f9mTVZa3hv93tMj5jOMP9hvXhFQgghxPFTVFWPVaVrJcGZm0G1tNlfEbRS6AjPiK71ajyOAr1cePHyUQ6/jrNBT4Cns/1LoZs5I/F2olK/52trLnO/uxm3u7eCR6DDrncy+m1fPiY3I2OiTG0+rygKccGeJGWXo6pqn/v3KoQ4+XU1F34KWjnzVkVRChVFKWzc/p2iKO+2sf9YYJ+qqt+rqmpWVbUEeA0tMCk/CYQQfZrJzanF8JZD+RXsyCjlvBHBXZsg6UA6ncLoSB/2ZJWRnFtOpK8bRn3rb+Ujw30A2JZe0rsLHjsp+vByjHojz0x+Bqtq5YtkGeQihBDi5JFXXgt0MbDYQX/FBksDOVU5fWYi9IkS6uNq/+Etzeh1eq4bcSvlOoUFRiv89qTDrnUyyiypZl9OOdPjgtB3MFgwLtiTijqzQ4PAQoj+q6uBxW/QpjonNPsCuB14tI391wJDFEW5WFEUnaIonsBdQCaQ34v1CiGEw5ncjZRW12O1asnV87dmAXD5mL4x9XFMpIkGi0pGcQ2x/u5t7jMx1g+ADSlFvb+g0RUufV/79Q4tkDjEdwgj/Eew7MgyaszyJlUIIcTJIa+8DuhqYHE9GFwheGSrp7Iqs7Cq1j41EfpECPdxJb+ijnqz1WHXuHjgxfg4+/CxfyD1O7+AI+sddq2Tze/7tI/WZw/tOHcnLkTrAZqcIwNchBD216XAoqqq1aqqZjb/anyqUFXVYkVRpiiKUqkoSmTj/huAm4CngRIgFYgELpAyaCFEX2dyc8KqQkWtGYtV5YftmYSbXJkQ43uilwbQotQlpp3A4oAAd/w9nNmQUmyfi/rGaFmL+3+FBi3b44LYC6g2V7MifYV9riGEEEI42NGMxU7ahFgaIHMLhI8Fg1Orp20TocM9HdsPv68L9XFBVSG3rNZh13A1uHLjsBvJxsy33t7w80NgMdv1GuW1DezLKbfrOY+H35LycNLrmDIooMP94oK1ydD78ySwKISwv66PBTuGqqqK2jgRWlXV1aqqeqiqmt7s+S9VVU1QVdVbVVV/VVXPU1V1lz0WLYQQjuTjpn2AKK6uZ/XBAvLK67g0MRxdByUmx9OoCB9sS4kN8GhzH0VRmBjrS3JuOaXH9IvssaGzoL4CUrRA4szomegVPYtSFtnn/EIIIYSD5Xe1FDp3NzRUtdtfMb1C+9gT6dW/S6HDfFwByCytduh1rom/hkDXQN71D6Qqfy9sfs+u53912UEufn0NxVV2es90HJTXNrAhpYhJA/1w76RVz+AgT/Q6hS1pdrrhLIQQzfQ4sCiEEKcqk5sRgJLqeuZv1RK0L03sOxkJ7s4G4oK1kpb2MhZBK4dWVdiYaqc3kfEXa49JCwHwc/VjUugk1mWvo6jGDiXXQgghhIPl2gKLnp0EFjvorwiQWaG9P+jvpdChjYHF7FLHZSyClrX454Q/U2yt4+OgcFjxT5zqS+12/rTCKhosKikFlXY7p6Ot3F+A2apy9tCgTvd1dzYweaA/qw8WnlTBUyHEyUECi0IIcQxTY8ZielE1S5PymBDjS6Rf68nLJ9LkgX44GXQMCmo7YxHs3GcRtHLokFGQ/DOYtTelFw24CItq4de0X+1zDSGEEMKB8srrcDbo8HLtZBhb+npQdBA+ru2nK9Ix6AwEuwU7YJUnjzCTFljMKnF8v+XZA2cT7RXNx+7OFDVUMjj9M7udO69CC4ymFlbZ7ZyOtmxfHgBnxXUeWASYMzoUs1Vl8e4cRy5LCNEPSWBRCCGOYXLXAoufrE+j3mzlsjF9J1vR5sGzh7Dk/qn4e7TfI8rufRZBK4euK4PUlQCcEXEGbgY3Fqcstt81hBBCCAfJK68lyMsFRemgvYmqahmLQcPBxavNXTIqMgj3CEev0ztopSeHsKaMRccHFg06A/cm3ku1tZ55UcMIK1gF2Tvscm7bUJ8jRY4t6baXBouVFcn5jAz3Jti7C4OIgHOGBuNq1LNwe5aDVyeE6G8ksCiEEMewlUJvSy/FzUnP+SNCTvCKWnN10ndYBg2O6rM4W3tMWqCtw+DKjKgZ7C7cTWpZqn2uIYQQQjhIfkVd54NbilOgKr/dMmiL1UJmRWa/L4MG8HY14uakJ7vM8YFFgBmRMxjhP4KvlUoyDAZY9mSvz2m2WCms1AKLqUUnR8bi5tRiymvNzIjvWrYiaOXQZw8NYsuREjKKT44AqhDi5CCBRSGEOIZteAvAecNDOm2I3ZfZvc+i3wAIGgHJi7WJmcCFsRcCSNaiEEKIPq3ObKG4qp7Azga3NPVXbHtwS351Pg3WBgksot3EDPNxPS6l0Lbr3Z94P2bVwn+CB0HKH3Do916ds7CyHlXVfn3kJAks/tZYBt2V/orNzRkdBsDCHZK1KISwHwksCiHEMWwZi0CfLIPuDrv3WQStHLqmBNJWAzA+eDyBroEsSlmEantnLoQQQvQxBRVaVlrng1vWa48yEbpLQn1cySqtOW7vAcaHjGdq+FRWGKv43cNLy1q0Wnt8PttAH4C0wuo+/15GVVV+S8ojzMeVuGDPbh17+iB/fN2d+GF7Vp9/nUKIk4cEFoUQ4hjerkYUBcJNrkyI8T3Ry+kVh/VZhKbp0HqdnvNjzyerMoudBTvtdx0hhBB29+2WDGa+sorqevOJXspxZ+uj12kpdPoG8IkCr9A2n86oyABkIrRNmMmVOrOVouM4bfjJ057ETXHjycAA8gqSYPe3PT5XXmNg0c1JT2Wd+bi+jp7Yn1dBZkkNZw8N6rhXaBuMeh0XjgzhcEEVe7PLHbRCIUR/I4FFIYQ4hkGv44kLh/LPOSPQ6br3hq2vad5nsarBTnemAwZDQDzsWwQW7YPpzJiZACzPWG6fawghhHCIPw4UkJxb0S+DCvmNAaSgjkqhqwqh6GC7/RXhaMaiBBY1x3OAi02gWyBXeF9BmdrAY0FBWJc/Cw21nR/YBtu/i7HR2s3ktD4+GXpZklYG3Z3+is3NbiyHXiBDXIQQdiKBRSGEaMNNk2OYNjjgRC/DLmx9Fg+W2rHkZegsqC6EI2sBiDPF4WH0YEf+DvtdQwghhN1lNvbCS+qHgcW8rgQWO+mvCJBZkYmCQphHmD2Xd9KyBRaPV59Fm+Euw7ls8GVsdDbwiVoCm97p0Xlsmay2KpW0Pj4Z+rd9+Xi6GJgQ27OqmtERPkT5ufHjzmysUg4thLADCSwKIcQpztZncb89A4vx2sAWDv0GaOXQowJGsbdwL/WWvl1CJIQQ/VlWiRY06ZeBxYoulEI39VdsO2OxwdrA1rytRHtH46R3anOf/ibUFlg8jhmLNn8d+1eivaJ41ddE0spnYN502Pye1gu6i2wB56bAYh/OWMwrr2VnRilnDAnEqO/ZR3lFUZiVEEZ+RR37SySwKIToPQksCiHEKc7WZ/GAPQOLgcPAzR9SVjZtSghMoN5aT1JRkv2uI4QQwm5q6i0UVmo3f5Jy+mFgsTGA1OFU6PQN4GoC/8FtPr0qcxXFtcVcGHuhI5Z4Ugr10f48T0Rg0c3oxr+nvgA6A3PDIni8IYPlK/5OzUuD4dsb4eBvTW1b2pNXUYerUc/wMG8A0vrwZOjf9+UDMCM+sFfnmZ2g9Q/dnC+BRSFE70lgUQghTnG2PotZlVBabadsQp0OYqZC7i6o0iZOjw4cDcD2/O32uYYQQgi7yio9WuK5P6+CBkvPJ+mejPLL6/BwNuDhbGh7h/oqyNkBERO1n3NtWHBwATpFx8UDLnbcQk8ywV4uGPUK6SeohHio31D+NfVfhJhiWeDuwn1BAUwND+G+gtUsXHgDpa8Mg9+egPzkNo/Xl6TwltOruLyZyHUeW0grrDzOr6Drlu3Lw6BTOGNI7wKLsQEexPq7S8aiEMIuJLAohBD9wOhIEyp2zlCJnaY9pq0CYIT/CPSKXgKLQgjRR2U09sDz93Ci3mwlpaDvZmY5Qm55LYEdlUFnbQWrud3+igXVBazOWs2k0EkEuwc7aJUnH4NeR4Sv2wnN9JsZPZPvLv6OXy75hYfHPczw4DH84e7B3wP8mObnxE2Hv+TTz2aQOW/a0VLp6mL45VHerbiTMyzroLKAZ8wv8/eiv6EW7D9hr6U91fVm1hwqZEKsL96uxl6fb1y0L4W1kFvWs6E3QghhI4FFIYToB8Iay5RsZWB2EdMYWGwsh3YzujHEdwg78negSjNwIYToc2yDW2zTZJNyyk7kco67vPJagjy7Mril7f6KPx7+EYtqYc7AOQ5Y3ckt2s+djOIaLNYT+/M/3DOc64Zex4czP+SPK//gmcnPcEbkmexx9+QFPxPnORVz2fb/8Ma8RLa/lUjBlnfYbY3klYjX4P7dbPK9kInKHnhrMix+CDbNgz3fQ+oqKMs8oa9t1YFC6s3WHk+DbqG6mHO90/GjjE1pxb0/nxCiX2unDkAIIcSpJNhba6yeY8+70r4x4BMFqUf7LI4OHE1SURJp5WnEeMfY71pCCCF6LbNxcMs5w4L4anMGSdnlzBl9ghd1nFTXm6moNXc+uEXvDKEJrZ5SVZUFhxZgcjZxZsSZjlvoSSraz53lyflkl9YQ4et2opcDgMnFxOyBs5k9cDY15hrWZ69nedpSVqYv523nGt4GwBNVBQ/9J+Ru20fEiL/z/NKxfBbyDW6b57U8oaKDC/8LY248/i8GrQwa6FlgsaEG1r4KR9ZBQTJU5jEdWOtsZOuaS2DAs+DRu/JqIUT/JYFFIYToB4IbG9Xn2bvcJXYabPsEStPBJ5KEwAQ+3/c5O/J3SGBRCCH6GFvG4qQB/rg56fvVAJf8cttE6HYyFi1myNgEYWPA0Dr4uD1/O2nlafwp/k8Y9b0vQz3VRPtrwcS0oiqHBBYzirWgeE/P7WpwZXrkdKZHTsdsNbM9fzu7CnaxO/cIS/bvw8m3gsUpizkz2JNtagI/T/qKyyKqoKoAqgupLy9AXf8Gzj/dBzWlcPr99ntxXWCxqixPzicu2LP7fwY5u+D7W7WAotEdAobAwBmophjSln/K5IKv4ZUfYfxcGHMT+MaCojjmhQghTkkSWBRCiH4gwNMZnWLnjEXQyqG3faKVQydex+iAowNc5gySUjEhhOhLMktqCPJyxsWoJy7Yk6TsclRVRekHQYROJ0Ln74X6ynb7K/5w6AcALhl0iUPWd7KL9nMHIK2omimD7H/+Wz/ZAsCv90/t9bkMOgPjgscxLngcP5PDgt+3cf/kEXyd9VdW5n2LzsWfI8UDYezQpmOe/ymJnwo8WBP6P5yXPan1aJzx1HELwCVll1NcVc9V4yK6fpDVCutfh+XPgGqFs56EyfeBTg+AAjy+JR7f4i28GbAU/br/wbr/gYsPhI7WvsISITQRvEIl2CiEaJcEFoUQoh/Q6xS8nOzcYxGO9llM1QKLQe5BhLqHygAXIYTog7JKqolqDAANDfViW3opueW1hDS2yziV5VXYMhbbKYXuoL9iVUMVS9KWMNxvOINMDoianQKaAouF9h/gUl1vZn9eBQA19RZcnfR2O7dtcEmotzvPRD/DlYuuxCXkWw4XHO0R0GCxsnBHFkWY+H3iB5y/815Y+wpUFWpl0UHDwMmx5d/7GrOLR0X4dO2AosOw6H6tN6TfILh0nhYoPMYAHz1fFYzjjzNv5yz9Dkj5A7K3a/8fUlYc3dE9sDHIOFoLNIYlgrt/b1+WEOIUIYFFIYToJ0zO2kRMu/IIgMBh2htXVQVFYXTQaBanLKaktgSTi8m+1xNCCNEj1fVmCivrmTxQCwYMDfEGtEyo/hBYzG/8+RfcXsZi+npAgYhxrZ5akraEGnONZOJ3INTHBaNe4YgDJkMfyKvENhPuQF5F14NrXZBXcfTfRbRpMLeNvI03d7zJrqrvgPEArDlUSFFVPQC7ivScf/1C+Ppa2PGZ9qXotOBdyEgIHnn00Y725WqBxfhgr453NNfB2tdg1X/AUqeVNp/7T3Byb7Fbg6WBhYcX4uSRA8Sy6UgpZ513Hgw5T9vBYoaCfVqQMWub9njodzjw69GTeEe0zGwMSQBXH7u9ZiHEyUMCi0II0U/4OCscKazDbLFi0Ovsd+LYM2DDG1rvnsB4RgdogcUd+Ts4M1Ia3AshRF+Q1dhfMdykBRGHhWoBiqTscs6yx5TZPs6Wsd9mj0VV1TK0AoeCa+sbYt8f/B4XvQvnxZzn6GWetAx6HREmN1IdkLG4P7e82a/tG1i09d4MbMxknTt8Lu9v+5Eyp19JLrqJOL84Fm7PArTqj/255eDsAdfOh8MrIGcn5O7U+hju/lb7ajTVyR+KJxwNNIaOBq+QHq1zf24Fbk76pv+/bUpdBYsehKKD4D9EGzQTPbnVbqszV/PC5hdIK08DwDNyGOuOXA3EH91Jb4DgEdpX4vXatoZarWWALdCYvR2SF8G+H48eFzgUBp8Lg8+D8LFNZddCiFObBBaFEKKfMDmDVYWCyjr7ZqfETtMCiyl/QGA8CYEJAGwv2C6BRSGE6CMymwKLWsnmkGBPdAr9ZoBLXmMAKcCzjVLo0iNQkQNDzm/1VEppCjsLdnJR7EV4Onk6epkntWh/d9YcLMRiVdHr7NePb19OxdFf59r332teeS2eLgbcnLSPxUa9kfEed7Cq6gn+b83feXfGhyzZm0dipA+1DVaScxvXojfC4HO0L5uaUsjdDbm7IGcX5kPrtAy//YuP7jP+Njj7aTB2/X2YqqrsyynX/s+29edaWQC/PQ47vwSDC5z1BJx2DxicWuyWXp7OC5tfYGXmSlwNrtw56k7W7V/HDnaQan2SlzanMC1iCrnVueRU5pBTlYNBZyDEPYRg92Dt0SeMgJAE9LaAYV2l9pqzt2kBx9SVsOa/sOa/VLj7UxF/AQFn/QNjGwF7IcSpQwKLQgjRT/g4KYBKTpmd+2lFTQKdQRvgMvHPDPQZiIfRgx35O+x3DSGEEL2SWaJN1bVlPLkY9QwI8OhHgcVafNyMuBjbyKDqoL+ibWiLlEF3LsrPjeXJVrJLa+w6GTo5txz3xr6Kyc2CjPaQV17bKot1VOBwlm0+k4PK79zw81xqLJcze3QcOzJK+X5bFmXVDXi7tTEZ3NUHYqZoX8C6JUs4d/o0yE/Sgo07v4JN72rvly55F0ITurTGgoo6SqobmHlsGbTVCts/gd+ehNpSGDgDzn8RfGNanWNH/g5u++02asw1nBdzHg+OeZBg92Bi82KJUi/l+yNv8FHSB3yU9EGn6zEoBgLdArVgo0cIIe4hhPiGEBxxA5WjL2Fb6lK252/lYH0ZatEKdF+vIMDFRIhXVFOQ0haodDG4kFuVS25VLjlVOVQ2VOLj7IOPsw8mFxMZNRm4Z7ljcjbh4+KDydmEq8G1XwycEuJkIoFFIYToJ3wakzTy7D0Z2tkTwsbAkbVgMaPXGxgVMIpNuZuos9ThrG+nUb4QQogWVFXl+V+TWbDJzL93/9G0fergAJ66eFivzn1sxiJoA1wW7simorYBT5c2AiWnkPyKOoI8O+qvSKuJ0A3WBn48/CMRnhGMDRrr4BWe/GL8tT5+R4qq7RZYVFWV/bkVDAnWskWTc+07yTy/vI6REd4ttkX5uVNfOIMz431YV/gd7lHzOG3QJGobjq5hQqxf1y5gdNH6D4YlwujrYN1rsPyf8N4MOPNvMPEubZ8O2LIk44KbZczm7YVFD0DGRvAIhss/gqGz25zcnFSUxJ3L7gTg3bPf5bTQlgH02XFT+ewPHRdPymfcQGdC3EM4kKXnP4vzQLFyyXh3zh7h3BT8y6nKIbcql5SyFLblb2tzzQGuAZwdeg6B5fnkZW0kpz6XjIZqdhTs6NqfWzNfLvuyxe+ddE5NQcZwz3DuTbyXWO/Ybp9XCGE/ElgUQoh+wuSsvdnMsXdgEbQ+ixkbtX47EeNICExgbfZakoqSGB3YegqhEEKI1j7fmM47K1MwOYPJoPXCzSqt4YuN6Tx+4dBelZfaAouhPkeDGENDtMBicm4F46J9e7f4PkxVVfLKaxkT1U455pH12iAKn4gWm1dlrqK4tphr46+VDKkusE0cTy2q4vRB9pkYnN+YrXdeiBeqCtvSSymoqCOwvSE83VBVZ6aiztwq4KwFSBV86y6hvqASp4AlPLD6NuYOfB7QAn1dDiw2p9PD6Q/AgOnw3a3w+9PaoJURl0HCtVoPxjb+nSU3ln/HBXtCfRWs/DesfwNUK4y/Hab/HVzaHupyuPQwt/92O/XWet48603Gh4xvtc+IcG+cDEZKCkZw3cUTyCiu5oElq/F38yfMx5Xv1pXibAnjmVnntvoeVN1QTW51LrmVuWRXZeOsd2Z04GjCPMKO/p8pPAQL7oDDm6kLjCfvwhfJMRrJqcqh1lzblL0Y4hGCu8Gd8vpySupKKK0tZcWGFUTHRzf9vqSuhNK60qZfL09fztqstTw09iGuGHKF/D8V4gSRwKIQQvQTTRmL9p4MDRAzVXuje2QNRIxrCiZuy9smgUUhhOiCPVllPL0oiQhfVx4cWs+cC6cC8PRPSXywNpWskhoi/XqeBZZZUk2QlzPOhqOlwEObDXA5lQOLlXVmqustbQ9uqcyHwv0w4opWTy04uACdouPiARcfh1We/GIaA4tH7DjAZV+ObRqyJ6ptW26FXQKL+RW2wS0tzxXZmG353dYs6i1ncmnCQH7KeoP/7bsfxXBLU6Cvx0JGwe0rYfP7sP0z2Pye9hU4FCbfDyMuB93RIXtaxqLK8Iq18MZjUJauTWC+8L9aJmQ7MsozuHXprVTWV/Lq9FfbDCoCOBv0JIT7sO1ICXVmCw98vYOKOjOvX5vI2CgTt3+6lS82plNRa+blK0ZhbDYA0M3oRqx3bMcZg/4D4aZfYe1/cV7xHJGfX0PkpfNg8Ow2dze5mDC5mMAbClwKOHfwue2eelveNv5vzf/x7MZnWZm5kqcnP42/q32C2kKIrrPjWFAhhBB9mS2wmOuIwGLwSO0xby8AowJG4ax3Zm32WvtfSwghTjEVtQ3c/cU2VFXljWsScTMezbqJDdCCNSmFlb26RmZJTYsyaID4kKOBxVPZ0YnQbbTmSF2lPcZOa7G5oLqA1VmrmRQ6iWD3YEcv8ZQQ6uOCQaeQVmS/wOL+xjLgIcFexDX2GNxvpwEu7f27cHXSE+LtQr3FipuTnr9Pncuzk58lvyYPz8gv2Jdb0vuLG11h0t1w53q4dQWMuxXKsuCH2+CdKXBgqTatvKaUwamfs8L1Edx/uA5qSuC8F+DW5e0GFcvry/l478fc8OsNFNUW8fzU55kaPrXD5YyLMVFVb+H+r3aw5UgJN0+OYdrgANydDbx/41hmDgvmp53Z3PbJFmrqLd1/vXoDTP0r/Ok7LWj6xZXwx7+1PpG9kBiUyPyL5jNrwCxWZ63m0h8vJacyp1fnFEJ0n2QsCiFEP+GkV/BxMzqmFNrFC7wjIS9J+63BhfHB41mfvZ6K+gqZpCmEEO1QVZW/fb+btKJqnrpoKCPDfcjZe/T52Ma+damFVZwxpGfXqK43U1RV36o81d/DmSAv51N+gIttInSbGYu2wGL0lBabfzz8IxbVwiWDLnH08k4ZBr2OSF830oqq7XbO5KbAoie2lEV7DXA5Glhs/e8iys+NnLJazh0WjJuTgVkDZ3Gw5CAfJ33MwZqvsFqntj2hubsU5WgPxumPaROVN74DX1wOwSNQiw5zR0M1lTpPmHCXFoz0Cm3zVIdLD/PFvi/4KeUnasw1+Lr48q/T/8W50e1n/NloGcuH+WVPLnHBnjw88+g3G2eDntevGc2j3+9m/tZMbvhgE+/dOBavTvqyttkLc8B0uO0P+OpP8MdzsP9n7fXoncDgDO4BMPAsiJqs/b4LPJw8ePb0ZxkbPJbH1z7OO7ve4alJT3XpWCGEfUjGohBC9CPBXi6OKYUGCBoKhQfA0gDA1PCpmFUzG3I2OOZ6QghxCvh8YzqLduVw3vBgbpgU3er52AAPAFIKep4FltU0uMW11XNDQ7zYn1dBg6V3mUN9me3nXmBbw1vSVoNPFJiimjapqsqCQwswOZs4I/yM47TKU0OUnxvpRdVYrGrnO3fBvpxywnxc8XY14u1mJNTbhX259gks5jcFnFsHsGyDaGYlHA3i3T/mfvwN8eh81vDZngV2WUMLriY4+2m4dzsk3gB5SdSZBvNQw+28M3YRzHyuVVDRYrWwIn0Fc5fOZfbC2Xxz4BuivaJ5dvKzLL1sKefHnt+lS4+JMqFTwNmg47WrR7eanm7Q63jh0pHcPDmGTWnFXDNvA0WVde2eT1VV7vx8G3PeXIuqHvNvwRQNtyzV+koWHYKDSyFpAez6Gta/Dp/OgRdi4atrCctbDhW5XXoNswbMYnTgaBYeWkhmRWaXjhFC2IcEFoUQoh8J9nYhp6y29Zs8ewgcCtYGKDwIwJRwLftjVeYq+19LCCFOAbUNFl74NZkwH1f+fdnINgcPBHk54+akJ7UXfetsg1siTK17NA4J9qLebCW92H5ZZn1NXnsBpNIMKE7R+gQ3sz1/O2nlaVw44EKM+lN7Wra9Rfu7U2+xklNW0+tzNVisHC6obJoIDRAX4sWhfPsEwjvKWLxpcgwPnTOYKYMCmrYZdAaui30Ma4Mnr+x8jkMlh3q9hjZ5hcLFr8HjhSyd/CXzLdMYGBrQYpeyujI+3vsxF/xwAfeuuJetuVuZGT2TT8/7lK8v/JpZA2fhrO9axh+Ap4uRf8wazhvXJDI4qO0qE51O4fEL43lgxmD2ZJVzxTvryS5t++/543Vp/LInl+3ppWxLb6N03MkNZr8J/5cFTxTBE8XM8vmOc+ue54+IOyF4BOz/meEpb8NLQ+CdabDiX5C1td3yaUVRuDPhTsyqmXm753X5tQshek9KoYUQoh8J8Xah3myltLoBk7uTfU8eNEx7zE+CoKGEeYQxwHsAa7LWYFWt6BS5lyWEEM0t25dHea2Ze88a1G5ZoaIoxPi7k1LQ8x6LmSVa0PDYHosAYY1TonPLahnQmB15qrEFkIK9jwkgpa3WHo8JLP5w6AcA5gyc4/C1nWqiGwe4pBVWt/nvrTtSCqposKjaNORGQ4I9WZ6c36tAu01e4/CWAM/WAbjBQZ5tBtjGRkRRu/Ra9NHzuHv53Vw84GJivGOI9oomyisKN2PvXnMLOh3JObaJ0Fp/yUMlh/gi+QsWpSxqKne+beRtXDH4CoLcg3p1uesmRnW6j6Io3DdjEF6uBv7xUxKXv72ez+ZOaMrwBG2K9XO/JOPn7kRRVT0LtmczJqrj4VBldVZ25dWhqpHcnhrNyr8+SbCxml3f/5eRLtlwaBmsfF77cg+EQefA4HMg9swWE7EnBE8gMTCRHw/9yNwRc4nwjOjgqkIIe5HAohBC9CO2u/I5ZbWOCyzm7YERlwFa1uJHez8iuTiZoX5D7Xs9IYQ4yc3fmolepzArIazD/WL83dmbXU5NvQVXJ32H+7Yls4NS6OY/F05V+RW1KIrWU7KF1MbAYrP+ilUNVSxJW8II/xEMMg06jqs8NUQ3BpjSiqpa9fTsLtv05biQo4EjW5BxX045vZ0LnVdWi6+7U4tJ6Z0ZFOiJWhtNrHItaVWf89bOt1o8H+IeQox3DDHeMdRU12DKMRHjHYO/q3+bGcnVDdXsKtzF9rztJBUlUW+tb/H8ntwy3CLreXHXQqq2VrK7cDcAQ/2Gcm38tZwbfW63MhPt5abJMXi5GHn4u11c/vY6Prl5AkNDvahtsHDflzuwWFXeu2Esf52/i8W7c3jioqEtpkkfa9uRElQVpg0OYOWBAl79/SD/umQEOQGnM/Lcc8FihsxNcGCJ9rXjM+3L6A7n/wdGXwtogc+7Eu7ilqW3MG/XPJ6e/PTx+iMRol+TwKIQQvQjIY3ZGnnltQwN9epk727yGwg6Y9MAF4ApYVpgcVXmKgksCiFEM3nltaw6UMD0uMA2M6aaaz7ApSffuzNLalAUCPFpHYoJ8XZtWs+pKq+8Dj9355aBDVXVBrf4DwavkKbNS9KWUGOuYfbA2cd/oaeAaD8tYy/NDhmFtsEtzTMWbZPMk3MrSOjl7JS8iloCO/m/dyxXJz3Rfu6U549j3X13kV6RTmpZKqllqaSVpZFansq2vG2sy14HwPdLvwfAw+hBhGdEi9L6WnMth0sPY1G1KcsGnaFVkLBKNWNwU9hdmI1O0XFe9HlcE38NowJGtRmoPJ4uHROOh4uBe77YzpXvrufDG8exaFcO+/MqeOicwYyONDE7IZQXlx5g9cECpse1n1G5Ka0YgL+eO4TqejPfbMlg7pSYozvoDRA1Sfs6+x9QckTrzbjmv7DwTkhbAxe8CE7ujA8Zz9igsfx4+EduHXErEV6StSiEo0lgUQgh+hFbZkquIz5A6o0QMEQrhW40Omg07kZ3Vmet5o5Rd9j/mkIIcZL6YXsWVhUuGxPe6b62AS49DyxWE+Tp0mZmVpC3FsjIPYkzFs0WK4YOsqHyymtb91csToHyTBh7S4vN3x/8Hhe9C+fFnOeIpZ7ywnxcMegUu0yGTs4px0mva1FmG+PvjlGvsD+3goSQDg7uhKqq5JXXMiHGr9vHxoV48sueXBTVmTjfOOJ841o8b1Wt5FblMn/5fHwH+pJalsqh0hRSS9MxNvv0bVAMTAufRmJQIqP8E6itCmZMVEBTALyspoFR/1jKnNFh/PfKhJ6/WAc6d1gwH940jls/2cK1722kzmxlfLQvfz5jIACzEsJ4cekBftie3WFgcUtaMZ7OBuJDvHj0vDgufWs9Ly3dz6z2kl5NUTD+Vhh2CSy4A3Z+ofVfvOJjCIznzoQ7uXnJzbyz6x2ePf1ZB7xyIURz0vBKCCH6EVt/KYeVvAUOhbIMqC0DwKgzMil0ErsLdlNS20bzbiGE6IdUVWX+1kxMbsYOP2zb2AIrPe2zmFlS02YZNIC/uzMGnXLSlkKnF1Uz+d/LefS7XW0OJtudWUZ2aRuvv43+iimlKews2MnZUWfj6dT2AAvRMYNeR4SvG2lFvc9Y3J9bwYBAjxaZpka9joGBnk29B3uqvNZMbYO1zYnQnRkS5IWqwoG8tqdT6xQdoR6hDHEewrkRl+NcdjnbNl5F+s4HOcfzDX6//Hd+v/x3lly2hFenv8oNw25gzV43rnp3C3//YU/TeWznb56x2RdNHujP53Mn4GLU4+li4OUrR6HXadmUEb5ujI0y8VtSLpV15jaPr22wsDOjjMQoE3qdwpgoX2bEB/Hz7lzSyjsZNujuB1d/DTP+oU2YnjcdcnYxLngc44LHsShlEallqfZ+yUKIY0hgUQgh+pEQr8aSN0d9gAxqLHfO39e0aUrYFFRU1mStccw1hRDiJLMzs4xD+ZXMSgjDydD52/GYgKOl0N1VXW+mqKq+3cCiTqcQ5OVyUpZC15kt3P3lNvLK6/hqcwZfb85o8Xx1vZn7vtqOQafj3rOO6ZeYukp7bNZfsWloyyAZ2tIb0X5upBdVY7F2EhTqQFl1A9lltcS3EVSLD/Yku6yWqoaenz+/g4nQnYkL0da0P7ftwCJoAe8v9luY/O/lvPnHYQI8nRkc5MHbKw+z7nBhi313ZJTy32UHAfh6Swa/7M4BODq4JcTOrWscYHSkid8enMqv909tNbRn1ugwahusLN2b2+axuzLLqLdYGRdtatr28Mwh6BT4/rC1zRsGLeh0cPr9cP1CMNfBgj+DuZ57R9+LRbXw3MbnOj+HEKJXJLAohBD9iJerARejjhxHfYAMtA1w2du06fSw0wFYnbXaMdcUQoiTzPytWgCsK2XQAF4uRvw9nEnpQWAxq2lwS/vTaoO8nE/KjMV//ZzMrswybpwUTZiPK0/+uJd9zTLZnlmUREphFQ/PHMKwUO+jB6qqNrglaLiW8QQ0WBv48fCPRHhGMDZo7PF+KaeUKD936i1WcspqenyOo4NbWgcWbduye5EUmVeuTYQO7EFgMb5xQvO+3NZZk3uzy7jny+2c8eIKVmarxId48fafxrDsgWm8e91YXI16Hvx6J6XV2pCWyjot+K3XKXx6y3h83Z149PvdZJfWNPWYbCu42hcFeroQ5tP6BsaFI0Iw6BR+2J7V5nGbG/srjos+Ojl6cJAnlySGs79UZfXBwjaPayVmCkx9SBsiuOoFEgITmDNwDhtyNvBr2q/df0FCiC6TwKIQQvQjiqIQ4u16HDIWj/ZZDHALIN43nrVZa7FYLY65rhBCnCRqGyz8uCObuGBPhnWjX2JsgDspBZXdzrzpaCK0TYi3K0VVddSbrd0694n0654cPlqXxvgYX/5+QTyvXzMai1Xlrs+3UVlnZnuBlS83ZTBlkD83T45peXDBfqjKb1EGvSpzFcW1xcweOPuED8U42dlK94/0os/i/sYy4CHBrf+P2LZlVvY8C82WoRvUzeEtoP1fcnPSk5yjrVFVVdYfLuL6DzZxwWtr+GlnNqcPCuDBBB0L7pzEzOHB6HQK0f7uPHXxMHLLa/m/H3ajqir/+HEvR4qq+dt5cUwZFMC/Lx1JWU0DD36zg73Z5ZjcjJ0Od+rrTO5OnDEkgLWHCsmvaP3+c1NqMU56HaMifFpsf+DswRh08O9fk7F2Nft1ykMQPAJWvwxZW3lgzAN4O3vzwuYXqKhvP8NUCNE7ElgUQoh+RstM6XkWQYe8wsDZu8VkaICp4VMpry9nV+Eux1xXCCFOEsv25VFea+ayMeHdCmDF+rtTXmumuKq+W9fLLNGCOx1nLLqgqrT5ob8vSi+q5q/zd+Hn7sT/rh6NQa9jdKSJR8+LI6Wwivu/2sGnyVZMbkZevHwUOt0xf862MuhmgcUFBxegU3RcPODi4/hKTk1RjZOhe1K6b7Mvp/1sPdu2rKpeBBYrel4KrdMpDAn2JDm3nF/35DL7zXVcPW8Daw4WcNGoUBbdczqf3DyeISZdq//jl48J5/wRwfy8O5f7vtrBt1szmTY4gBsnRQNw9tAg/jQxkg0pxezIKCUu2OuUCHTPSgjDqsKinTkttlusKtuOlDAy3BsXY8vhUmE+rpwRprA3u5xFu1se1y6DE8x+GxQdLLgTk96VBxIfoLCmkDd2vGGvlyOEOIYEFoUQop8J8XalvNZMTb0DsgcVRctazN+rlZo1mhKu9bBanLLY/tcUQoiTyNebM9DrFGYlhHXruKYBLt0M1hzM1wa+dJyxqAVXToY+i3VmC3d9oWUl/vfKhBaBoVtOj2FGfBDL9uVRZYZ/Xzqy7cBR2iot8BA1CYCC6gJWZ61mUugkgt2Dj9dLOWXZ/q2uPlhARW1Dj86RlF2Gr7tTm9l6AZ7O+Lo79SpjMb0xm9I21K674oK9KKlu4I7PtrIvp5xrJ0Sy4qEz+N/Voxke5t3ucYqi8NycEYR4u/Djzmz83J148fJRLYKHj50/lIGB2iT4tkrBT0Yz4oNwd9Lz/fbMFlnX+3LKqagzMy7Gt83jzovS4els4KWl+7ueUR08HM54BAqS4Y/nmDNoDqMCRvFl8pfsK9rX+fGnkIU7sliUau1Vv1MhukICi0II0c/YPmTlOqzP4lBtKnR5dtOmEf4jGOk/ku8OfEdKWYpjriuEEH3ct1syWH2wkPOGB3e7vDE2QAs0pBZ0LbCoqirvrjrMJ+uPEOHrSlgHgcWgxuDKydBn8V8/J7M7q4y7zhjI1MEBLZ5TFIWXLh/F6EgfzotSOGdYG0HC2nJIWQkhCeCiBYB+PPwjFtXCJYMuOQ6v4NQX5uPK0BAvluzNY9Lzy/nPkmQKKuq6fPzPu3PYmVnGaQP82szWUxSFhAgfjlTQ7QxegE/Wp/HV5gyi/Nzw9+hZmfHM4cFE+Lpy5xkDWPvIdP45ZwRRfu5dOtbHzYlXrkxgQIA7L1+Z0Op7gauTnteuGk2UnxtndWFq/MnA1UnPnMQw9mSV89mGI03bbf0Vx0e3HVj0MCrcPi2WI0XVfL05vesXnPwAhCbCuv+hy9zC4xMfR0Hh2Q3PYlVPnpYPvfXKsoP8lGblvq+2n1StLsTJx3CiFyCEEOL4Cmn6AFnTlFVgV837LHprGTk6RcfD4x/mTz//if9s/g9vzXjL/tcVQog+bH9uBY8v3EOItwvPzBre7eNt368PF1Z2uq/FqvLMoiQ+WpfG4CAPPrppPEZ92/kEBdUF7KlYhNH3MIuPJFOo86POUkd+dT651bnkVeVRWleKp5MnPs4++Dj7UFFWwb6t+/B29sbH2afp0fZrb2dvDDr7f8z4ZffRvor3zxjU5j7ebkZ+uHMyS5Ysafskm9+DunIYezMAZquZ7w5+h8nZxBnhZ9h9zf2RQa/jh7smsXB7Nm+vOswbKw4zb3UqV4wN57YpA4j0a78sP7u0hke/24WvuxNPXji03f0uGhXC8uR8Fu/K5rrToru0LlVVeWPFIV5ceoBYf3c+nTsB/bFl8l00bXAAqx+e3qNjASbE+vH7X85o9/mhoV6s/OuZPT5/X/TIzDhWHijg2cX7mBDrx+AgT7aklaAokBhlave4m0+P4eP1R3j190NckhiOu3MXvrfoDTD7LXhnKvxwB0PuWMM18dfwadKnfJX8FdfEX2PHV9Y3VdebSSuqQq/Aol05VNaZeevaMbg66Ts/WIhuksCiEEL0M7aMRYeVvDWfDD3o7KbNowJGcUHsBSxOWczqzNVN5dFCCHGqq6ozc+fnWzFbVF6/ZjQmd6dunyPS1w29Tuk0Y7G2wcKD3+zg5925TIjx5d3rxuLtZmxz3+LaYm5achNHyo/gEgRrirUvG4POQJBbEP6u/lQ2VHKw9CDldeWoqGzcs7HdNTjpnLh79N3cOOxGu/WHSy+q5uFj+ip2W30VrH8dvCNg5JUALDi0gIyKDO4cdSdGfdt/TqL7nA16rhgXwWVjwlmalMdbKw/z2YZ0vtiYzgUjQ7ljWmzLSd1oAfEHv9lBea2ZedeP7XBi8zlDg3HS7WTBjq4FFlVV5bmf9zFvdSpDQ7z45JbxPc5WFD3j6WLklSsTuOKdDdz75XYW3DWZTWnFDAnyxNu1/f97bk4G7j1rEI8v2MOHa1O5e3rbNxVaCYyD6Y/Bb0/A8me4+6zH+f3I77yy7RWmhk8l3DPcTq+sbzqYV4mqwnnRCi5+YczfmskNH2zivRvH4uUi3+uEfUlgUQgh+pkQR5e8BcZrj/lJrZ66P/F+lqcv5z9b/sPE0IkYdfLGRghxalNVlccX7OFwQRX/d34cY6LaLvnrjJNBR4TJtcOBGGXVDdz6yRY2pRVzwcgQXr5iFM6GtrNTqhuquWvZXRwpP8I97oP5357JjB4YwUPnDsGgMxDoFoiviy86pWUAz2K18OOSH0mcnEhpXSlldWWU1pVSWlva9PtNuZt4eevL7CrYxTOTn8HDyaNHr9mmqa9ivZmPrx3fo4EbAGz9CKqL4Py/gcGJWnMtb+14C18XX64fdn2v1ijaptMpzBwezLnDglifUsTbK1P4aWc2P+3MZurgAP48bQATY31RFIV3V6WwIaWYP02M5OyhHZcAuzsbGOWvsPlICelF1R1mQVqsKv/3/W6+3pLB2CgT7984rsNAlnCcMVG+3DN9IK8sO8h9X22noKKO84Z33tf0qnERvL86hXdWpnDthKiu35w57W5IXgwb3sIt7kKemvQUt/12G0+tf4p5Z887JQbjtCc5txyACA+Fv146Ei8XIx+sTeXqdzfwyc3j8ZPAurAj6bEohBD9jK1ReZ6jAouuPuAV3moyNECwezA3Db+J1LJUvk7+2jHXF0KIPuTbrZl8vz2Ls+ICmXt6bK/OFePvzpGi6jYb8WeV1nDZ2+vYlFbMLafH8L+rRrcbVGywNvDg8nvYU7SHW0vLuG3PMhbyPu6lBkYGjGSo31D8Xf1bBRUB9Do9bjo3oryiGBUwiqnhU7l4wMVcP+x67k28l8dPe5yvL/yamdEzWZa+jKsXX82hkkO9et0d9VXssoZaWPsaeATD6OsA+DL5S/Jr8rlt5G24Gx3QGkQ0URSFSQP8+eTm8Sy653QuGhXKmoMFXD1vA3PeXMcHa1J5ael+BgZ68Nj57ZdANzchWAsKLdyR1e4+dWYL93y5ja+3ZDBtcACf3jJBgoon2N1nDmRslIkle/MAGNdOf8XmjHodfzlnCBV1Zt5Y0Y3vJzo9zHoTDC6w8E5O8xvBpYMuZWPORr47+F1PX8JJITlXm6we7qGg0yk8fmE8D8wYzN7sci5/Zz3ZpTUneIXiVCKBRSGE6Gf8PZzR6xTHNukPGgaF+8HSehrkjcNuJMQ9hDd3vklJbYnj1iCEECfY/twKnli4h1BvF168fBS6HvZzs4kN8KDeYiWrpOUHwqTsci55cy0H8yv5+wXxPH7h0HavpaoqT/18C2tzNzGnopJ7/CfC9L8TTRbPFt4PWdt6tUYAN6MbL0x9gUfGPUJmRSbX/HwND6x4gA/3fMi2vG3Umrv+88fWV3FCB30Vu2T7p1CZC5PvBaML5fXlvLf7PcI8wrh88OU9P6/otuFh3vzv6tGseOgMrp0QSVJOOU8vSkKnKLx6VUKXe8ANNSn4ujuxYEdWi0nDNtX1ZuZ+vIWfd+dywYgQ5l0/VvrL9QEGvY7/XpmAZ2OvxPHtTIQ+1gUjQhge5sUn64+Q1Z2gmP9AmPEklKTBsif5y9i/EOgWyItbXiS3KrcHr+DkkJxTgbuTHt/GBG9FUbhvxiCevGgoKQVVXP72elIKOu/ZK0RXSGBRCCH6Gb1OIdDT2XE9FkEb4GKph6LDrZ5yNbjy4JgHqaiv4I0dbzhuDUIIcQI176v4v2sSe9RX8VhtDXBZe6iQK95ZT0lVA69dPZq5UzrOivx48Vx+LNrOtNoGnjj9OZRrvoapf+WtgCdwV6tQP7oA9v/S67UqisKfhv6JD2Z+QIx3DMszlvPy1pe54dcbOO3L03h09aPsLdrb4TmOFFU19VV8rad9FQHM9bD2VXDzgzE3AvDhng8pry/nroS7cNL3/u9GdF+Unzv/nDOCtY9M58GzB/Pa1aNb9V3siF6ncOHIEA4XVLE3u7zFc2U1DVz3/iZWHyzkqnERvHb1aJwM8tG3r4jwdeOd68bw9wviu9zaQKdTeGRmHPUWK//97UD3Ljj+dog6HTa/h2fmVp487UmqGqr4x/p/tBmUPtmpqkpybjlDgj3RHVPufdPkGF66fBS55bVc8c56ko75vyNET8h3VyGE6IeCvFzIdWRg0TbAJb/tD43nRp9LYmAi3x74lgMl3XxzKIQQfVzzvooPzxzCmA4mnnZHbIAWWLQNcFm4I4sbP9yEosDHN4/n4lGhHR5fUXiAdws2EG6F/1zxK4aEq6HxQ2dW6NlcU/8YqsEVvrwK5t8CxSm9XvPowNF8feHXrL96Pe+f8z73jr6XhIAEFqcs5qpFV3HjrzeyPH05VtXa4rjmfRX/e2VCz/sqAuz6Gsoy4LS7wMmdguoCPkv6jIE+Azk/5vxevkLRWwGeztx71iBmdqHX3rFmjw4D4IftR8uhCyrquOrdDWw9UsJtU2P51yUjejz9WTjOpIH+nd4IOdaUQQFMHujH99syOZBX0fUDdTqY9ToY3WHh3Uz1T+DiARezJmsNl/10GZ/v+5yyurJuvoK+q6CijpLqBuJCvNp8/tIx4bx5bSLlNWaufHc9W9KK29xPiK6SwKIQQvRDId4uFFTUYbZYO9+5J4KHa48Zm9t8WlEUHh7/MKqq8sLmF07Ju8VCiP7r2y3266vYXKy/NgQlpbCSd1Ye5r6vduDn7sy3d5zGaQP8Oj3+89/up0Kn4/bBV+Nqim7xXIiXC9vUwRy6+AcYeDbsmQ+vj4PFf4GKvF6v3c3oxviQ8dw68lY+nPkh3170LRcPuJidBTu5b8V9XLXoKjbmHJ00/dzifezJKufuM3vRVxEgfSOseA5cvFHHziW9PJ1/b/43tZZa7ku8D71OSmNPZqMjfIjyc+OnndlYrCqZJdVc8c569uWU89dzh/C38+JO6QEd/dEjM+OwqvDCr/u7d6BvDJzztHaTYelj/G3837hqyFXkVObw/Kbnmf7NdB5e9TAbcza2utFxstnX2F8xLtiz3X3OHRbMhzeNw2JV+dP7G1l5oOB4LU+cgiSwKIQQ/VCQlwtWFQoq6xxzgYA4MEXDvh/B2vabs2F+w5g1cBYbczayImOFY9YhhBDHWXJuOY/bsa9ic0Fezrg56Zm/NZN//ZLM4CAPvr9zEnHBbWelNFeRtopPao4QgZELT3u49bkbB3ulq8Hwp/lw42IITYTN78Gro+DHeyF3j91eS5xvHP88/Z8svXQpNwy9gUOlh5i7dC53/343H27ayMfrjzAhxpf7zupZX0XVXEnGT3ez+YuLWaBU8dSwacxcfAUX/HABS9KWMC54HNPCp9nt9YgTQ1EUZo0KJb+ijs82HOHyt9eTWljFM7OGcdeZAyWoeAoaGe7DBSNCWLYvr/uZdmNvgdgzYNsneBzZwGMTH+P3K37nudOfY2TASH5J/YW5S+dy/vfn8+6ud8mr6v1NlRMhOUcrb+7sZ8Pkgf58PncCzgY9cz/ezM+7c47H8sQpyHCiFyCEEOL4C2n8AJlRXEOIt6v9L6AoMGwOrPkvZG6CyIlt7nZf4n0sTVvKi1te5PSw0+2/ji6wWlVW7M/nw7VpmNyd+N/Vo0/IOoQQJ7+qOjN3fb4Ni9V+fRWbUxSFGH939maXMyHGl3evH9u1CbeqyufLH6FCr+Phkbdh0LX+CGD7udDUJiP6dLhlKez/GVa9CNs+1r6iJhPkPAEs00Hf/em6uWVaX6+ymubDvUaiGsLA52dWZq7kD3UVnoN8aPAP4s7fTfg4++Dt7I2Pi8/RXzsf/bWXkxdHyo+ws2AnO/N3sjt3Ezm1xaiKAiGB2iWKdxDpGcmVQ65kYshEJodNlqDTKWLW6DBeW36IJ3/ci16n8MqVCU0l0uLU9JdzBvPr3lyeWZTE9adFN203uRs5c0hg+/+3FQUufh3emgQ/3gN3rsfV1YeLBlzERQMuIq0sjR8O/cDCQwv53/b/8caON5gSNoU5g+YwNXwqRt3JMVF8f2PG4pBgTzZ00nFodKSJr2+fyHXvb+LuL7bx/CUjuWJcxHFYpTiVSGBRCCH6oXGNE/i+35bZ5Wl83WYLLO79od3Aor+rP7eNvI1Xtr3CZ/s+I4zj90Ggpt7C/G2ZfLgmlZTCqqbtL10+Shq8CyG6TVVV/t7YV/Gx8+Pt1lfxWLdNjWVXZhkPzxyCs6FrZbwVOz/nE8qJ0Hlw4ai5be4T3NjDMLesWf9dRYG4C7SvzK2w6R3Y+wMJlrXwylcw7mZIvBE8ul6qvCuzlPTiagYHeeDv4dzsGS/gLqobUigyLMHbp5KqhnKyKtOpNld3+fyKCrEN9cxosBIacRohsWcT7BlKnG8cYR4SbDoVDQjwYEyUid1ZZbx5TSIzhgad6CUJB4sN8OCqcRF8vjGdv3y7s8VzC++azKgIn/YP9omAc5+DH++GXx+FOW83PRXtHc0DYx7g7tF3szpzNd8f/J7VWatZmbkSPxc/Zg2cxfVDr8fPtfPWEyfSvtwKQr1dunbjCS2zcf4dp3Htext5bMFuZo4Ixsvl5Aiiir5BAotCCNEPJUaaSIz04fvtWfzlnCEEeDp3flB3BY8E31jYu0B7A9dOH6vrhl7H/APzeXfXuzzk85D913GMvPJaPlmfxucb0ymtbsDLxcAd0waQU1bDwh3Z5FfUEm5yc/g6hBCnlm+3ZPLD9ixmxAcyd0qMw64zKyGMWQndCJA11PD5+n9R4abj4TH3tpmtCBB8bMbiscLHQPi7cM6zHPz67wwqXQ3Ln4WVL8CwS2D8bdo+nbC14Pj7BUPb6Z04EbimxZZ6Sz1ldWWU1pVSWlfa8te1JZQVHyIkdx+jcvczvN6M14irWKmbxLSLru10PeLU8N71Y6k1WxxThSH6pMcvHMrZQ4OwWLU+3UnZ5bz02wF2Z5V1HFgEGP0nrV3Pzi+hphTGz4XY6dqQF8CoMzI9cjrTI6eTV5XHj4d/5PuD3/PBng9YcGgBz0x+hqnhUx37AnuowWLlUH4FUwZ1rzdtlJ87N0+O4elFSWw9UsKZQwIdtEJxKpLAohBC9FO3Tonlz59v49P1aTx4zhD7X0BRtA+bq1+E9A0QPbnN3Zz0Tjw09iHu/+N+fqn8hcu4zP5rAfZklfHBmlR+2pVNg0Ul2s+NB88ezKWJ4bg7G5i3KoWFO7LJLZPAohCie2x9FcN8XHnx8lEntsRWVbVpztnbIWsbFUdW84kzRBi9uDDuynYP83Qx4u6kb5mx2BaPQFLCL2XQjW9A8iLYNA92faV9hSbChNu1jHVD2zesCiq0wGJ3bmg56Z0IcAsgwK3xg3JFHhxeDofWa481xYACI6+AaY+A3wBqlyzp8vnFyc/ebQdE3+di1HNGs+BXfIgXL/12oKkMuEOKArPegJ/ug/2/wIFfwBQD426BhGvB7Wg1T5B7ELeOvJVbRtzCL6m/8M+N/+Su3+/i8sGX89BYx98Q767UwioaLGqHg1vaY6ti2pxaLIFF0S0SWBRCiH7qnGHBRPq68emGI/z5jIG4OjlgMuawOVpgce/37QYWAaZHTmd88Hg2525mX9E+4v3i7XJ5q1VleXI+761JYUOK1uB7Qowvc6fEMj0uEH2zoQpBnWXrCCFEG5r3VXzt6tH4uB3nAEd5NmRtg+xtjY/bMdeWkuTsxEYXF1Z4eFChN/Dw2AfbzVa0CfJ26fr3QL1R+x4/bA7k7m4MMH4DP9wOSx+Ha7+B0NY9a3sSWMRcr/XrPbRM+8rdffS5kFEw5kYYdRUEOOAmmRDipBDi7YKXi4Hk3PKuHeARCFd/CSVHYOtHsO0TWPp3LRN7+KVakDHsaBa2TtFxQewFjAkaw2NrHuPbA9+yKXcTFxgucMwL6qF9jYNbhvQgsBgf4oWHs4EtaSX2XpY4xUlgUQgh+im9TuGW02N48se9fLctkz9NjLL/RYKGgd8gSFoI573Qbjm0oig8PO5hLv/pcp7f9Dwfzfyo1xk/K5LzeXpREqmFVRh0CnNGh3HL6TEMD/Nuc/+mwQWdZesIIUQzjy90fF/FJg01kLFJ+7IFEitzsQIHjUY2uXuwMSiALXpfqlQzAC56Fy6IOosLB87q9PQh3i7szCjr/rqCR8DFr8HZ/4Dtn8HvT8P3t8Htq8Ho0mLXgoo69DoFU2cB2JIjjYHE3yF1FdQ3ZiG5+cGIK2DgWTBguhYcEEL0e4qiEBfixb6cclRV7fr7SFMUzHgSznhUe7+6+T3Y8bn2FToaxs3VAo1Grcw+2D2YeefM49OkT3l126u8aX2T1FWpPDjmQYLdgx34CrsmuTFjMz6k44nQbdHrFBKjTGxIKaLObOlyH18hJLAohBD92OVjw3n5twO8vyaVa8ZHotPZuXxPUWD4JbDy35C2BmKntbvrEN8hTHSdyPr89Sw5soSZ0TN7fFmrVeUv3+6k3mzlz2cM4IbTopv6h7WnzcEFQgjRgfzyWr7flsWUQf6O66tYnAI7vtS+h2ZtAUs9KpBudGJjYDQbQ8PYbK2kxFIDgEGxMCJgBBNCJjA+eDyjAkbhpO9aFmWQlwuVdUVU1Dbg2ZPG/a4mmHQPWOq14OKKZ+GcZ1vsUlBZh5+7U4uMcUALmqatPZqVWHRQ267oIXwcDJyhBRNDEpr6oAkhRHNxwZ5sSi0mu6yWMJ9u9ts0OGvtFEZeATm7YMv7Whb2wrtgyWNaX8YxN4FXCDpLPVeHncOBXc7sMn/HL6m/8EfGH8wdMZcbh93Y5e+5jrA/twKjXiHG371Hx4+PNrHqQAG7MssYF+2gAY/ilCOBRSGE6MfcnAxcOyGSN/84zLJ9eZwzzAF3WofN0QKLe3/oMLAIcK7nuewx7+HlLS9zRvgZuBg6Dga252B+JcVV9dw2NZZHZsZ16ZhAL60sT0qhhRBdtSFVa7EwKyHMMX0Va0rgg/OgMhecPCBmKp/7mPiw8gB5dSVALUpDHXG+ccwKmcCEkAkkBibiZuxZn1hb5nZeeW3PAos2k+6D5MWw7nWIuwgiJzQ9VVBRd7QMujJf69O4b5EWOLVoZdJ4hUHi9VowMWYauPr0fC1CiH4jLljL0kvOKe9+YLG5kJFw0atw9tOw8ysti3H969pXIyfgn0CtamRD+BBe0pn53/b/sSV7A6+f/fYJCy4m55QzMNATo75nN2BswcRNqcUSWBRdJoFFIYTo526YFM281Sm8tzrVMYHFwHgIiNem753/Iujb/9HjofPgjlF38J8t/+HjvR9z+6jbe3TJDSlFAEyM7fobImeDHj93J8lYFEJ0me17zYQYB334+vVvWlDxvBdg7M18c+gHnt/wDMHuwVwVfRUTQiYwLngc3s5tt3jorqOZ23UMDOx+f64megPMfgvengIL/gx3rAEnN1RVxVxRwNUuO+CD5yB9PaCC3gmiJh/NSgyI0zLehRCiG2x9BZNzKzgrPqj3J3Tx1gZSjb8N0lbD7vlaRrbeiYNFDaw5XMQAJZsxuel8bynjn/6+fMdmHlp6Oy+d+y5GXS9u0PRAWXUD2WW1TIz16/pBDTVQlgVl6VCWSaJVIVDvzOa0YsctVJxyJLAohBD9XJCXC7MSwpi/NZMdGaUkRPjY/yLD5sAfz0HaKq0nVgeujruabw98y/t73mf2wNkEuXf/jeGGlCJ0Cozt5p3W4O4MLhBC9HsbUooIN7kS4euASfL7f4WdX8LAs2H8bfyesZx/bvwnEZ4RfHrep/i5duODYxcFe2sZPjllNb0/WcAQOOtxbRjCsqdg4FmYt3zCav0vGEssUOEK8RdC/CwYfC64dL8fmBBCNNc8sGhXigIxU7WvRt//msxb+w8T6QnpFSpvXBjM47r11G5/hcVs4e8/38Rz53+Mvp3+4o6wP0973U2DW1QVY0M5ZG+H0gwoy2z80oKIlGZAdWGLcxiBdUY969NGYt1xO7r4C8G5FzeaRL8gDUqEEEI09QabtzrFMRcYfon2uPI/YLV0uKtRb+Sv4/5KjbmGd3a90+1LWa0qG1OLGR7mjVc3S/mCvVzIK6/FalW7fV0hRP+SX15LSkFV9zJDushgroRF94OzF1z0Klvzt/HwyofxcfbhnRnvOCSoCEczFvOOucFSWWfu2Qkn3gkRE2HTO/DFFRgOLGa9dSg/DXwaHj4MV34GIy+XoKIQwi48nA1E+rqRnNPFydC9cKSoCkWBu0foCfZy5eGlhWQMvplnz/+Q6bVmfi7ayTM/XIZq6fh9rz3ZJmLHhXhBTSl8fBHTt8yFd8+Ab66DJX+DDW9orSoq88FvgDaYZvL9WlXR1V/D7Lc44jOe09iJbsEd8FKc1jO3WjIYRfsksCiEEIK4YC+mDPLnl905ZBRX2/8C/oO0MpL0dbDhzU53nxI2hUGmQSw7sgxLJ4HIY9n6K/bkw36QtwsNFpXi6vpuHyuE6F/WN7VcsH+QLy7tE6jIgXOf46C1mnuW34NBZ+CtGW8R4RVh9+vZBHlrvQ9zmrWEeHHJfhKf/o1NqT34UKnTw5y3YMBZcMb/sf2SVVzf8DcKYy4Gp54NFhBCiI4MCfYkpbCKOrNjA3qphdWEervi7azw8hWjqG6wcP/XO1AjT+c/ly1mksXAd5WHuP/9kWR9ex1s/VgbxqXa7+a1qqrU1FuavvZmaYHFoZ418NGFkLaaPN/xMP3vMOcduPFnuG8X/D0fHkyCW5bCZR/A2f+A8bfCkJmQcA3pMz9hXN2brIv/u9bzdvVL8OooWPEvLWApxDGkFFoIIQQAt02NZfXBQj5Ym8qTFw2z/wVm/AMOL9fueg44C4KGtruroihMj5jOO7veYUfBDsYEjenyZXrSX9EmpNlkaH8P524fL4ToPzakaIE2u/dXPLCUsII/YMBZWBOu4ZFFl1NjruGNs95gqF/73zftwd/dGYNOacpYXJGcz+srDgHw9KK9/HjX6eiOnebcGd9YuO57ALJ2ZgMZR4e3CCGEncUHe/JbUh6H8isZFmqf/rPHUlWVI0VVJEaagFImDfTntimxvLMqhU/XH+Hm02N55arf+fuia1hKFmsrt3HT6pXcvKgcV3Tgajr65ebb+OvGR7dmz7n6ajfn27kR86f3N7L2UFGLbUNdS/D/dpYWxDzrCXZUDePcqTO79foSo0yUKl58bj6LSXc+CHu+gz+eh5XPw+Z5WrZ51KSe/vE1WXOwkPtWmfl+RDlDQyVz/WQmGYtCCCEAOH2gP3HBnnyzOYOymgb7X8DJDea8q5VC/3AbmDvOCjwz8kwAVqSv6NZl1h/uWX9F0DIWARngIoTo1EZH9FdsqIHFD2LWu8LFr7EycxUHSw7yp/g/MSm09x/iOqPTKQR5ab1ms0trePCbHXi5GJidEMqerHJ+2J7Vq/MXVGhTnwPkxo0QwkHiQmyToe3cZ7GZgoo6qustRPkd/f7/wNmDcTLoWLE/HwBXN19euuJX5p0zjwifWN42eXNx7CBeHZDAjwFh7DYoVJSlazfdd36plSiveBYW/wXm3wyfzoF3p8GLQ+Cn+yF7R4s1HMqvYO2hIuKCPLgqwcStw+HRwdl85/wPlOJUuOBlmPKXHg3C8nY1MiTIk81pxaiKjrphs9h2+Tu8N/FPvOaqo/CzObDrm978EQLw+oqD1Frgt6S8Xp9LnFiSsSiEEALQsgTnTonloW938uWmdO6YNsD+Fwkfo73JWfWCdtfzrCfa3XWo71CC3IJYnrGcv4z9C0oX3hhp/RWLetRfESCkMbCYIwNchBAdyCuvJaWwisvGhNv3xBvegrIMDkVdzxCvMN5b8whOOieuH3q9fa/TgWBvF1ILq7jny+2UVDcw7/qxjI/xZeWBAv6zZD/njQju8bkLKhsDi5KxKIRwENvgEtsgE0dIK9LaBsX4u0NjByEXo56ECB+2HSnBbLFi0Gs5XBNDJvLNrO/5Zv83vLHjDd6rL9DSu9wANyf8XYcT4xlJjFswMc5+xBg9iVFcCLZY0VUVQvJPsPVD7SskAYKHQ1Uh7tkZrHHOI6SyEn1ys/etOgNc+h6MuKxXr3FYZAM/Hf6Vq376kINl+2iwNiYdeLnypYcLdyx7kGuKD2Oc9miPgpf7csqbMv9lAvXJTwKLQgghmlw8KpT/LEnmo7Vp3Dw5BieDAxLbpz0MB5fAmv/C4JkQMb7N3RRF4cyIM/lq/1ccLj3MQNPATk99IL+CkuoGLh/bs55nTYMLJGNRCNGBDY7or1iZD6tfBlMM6cHnUp67mV2Fu7h88OUEuAXY7zqdCPZyYeuREoqr6pl7egxnDw0CtGycJxbu5d1VKcT38NxNGYsSWBRCOEi0nzvOBh37HDjAJa2wCoAoP3eszVqTj4s2sSm1mOTcCoaHHS3DNuqMXBt/LVcMvoL0inRSy1JbfCWV7Gdz/rYW13DRuxDlFcXsqbdzrddQlO2fwO75kLMDVWdEb/WiTOeFLjoBPALAvfEr+nQIS+z2a7KqVtLL01mbvZafU39mV8UunAPhcJkbE0ImkBiYyOjA0ZTUlfDSpn/zok5h/sGPeaRgJ6df8inou3dD/5P1aQB4O8G29JbBWHHykcCiEEKIJk4GHTdMiuaFX/ezaFc2lyTaORsHtDcec96Fd6bCD7fDHWva7R0zPXI6X+3/iuUZy7sUWNxwuOf9FUHL1IGWgwvas/JAAUv25vLsrOHd7zkmhOiTahss3PfVdvLK65q2GXQKd0wbwIzGABs4qL/iiuegvgJmv4maYeS93e+hU3TcNPwm+12jC2zfBxMifHh4ZlzT9qvHR/LxujTeWZnCk+N6du6CijpcjDo8nOUjiBDCMfQ6hSHBniTnOjJjUQssxvi7cTjj6PZx0b7AYTalFrcILNoY9UYG+AxggE/LqiBVVSmoKSCtLE0LNpZrAcfk4mT+vfkFcoZez0MXvoIy83kw17I118pl72zg1ikxPHZB93vvmq1mUspS2Fe0j33F+9hXtI/k4mSqzVqU1NXgylkRM/lpbTDnxp3BizNa9jqfGj6Vj3fO473d7/Ln6r2c8fk0/nrhx0T6DurS9Yuravlh1z6GRDVg0uWzMSOEpJxyRob7dPu1iL5BfqoLIYRo4drxUby+/BDzVqcyZ3RYl0qQuy0wDmY8BUv+BksfhwtfbnO3scFj8TR6siJ9BbeNvK3T025IKe5xf0UATxcj7k76psEFHXln5WHWHS7i1imxWimMEOKktym1mCV78/BxMaPg7QAAjIxJREFUM+Jq1ANQUl3PPV9u58e7JzMoSCuxs3t/xbwk2PYxRE6C+IvISHmf9UXrOT/mfCI8HTcFui3T4wLZmVHKf69MaJG1btTreOyCeG7+aAsLUxSu6sG5CyrqCPB0dszPFSGEaDQkyJNdmWUUVdbh54CermlFVSgKhJvcONxs+5goEzpFK+29+fSYVsdtSCkio7i61fajQtARwgDdJAaY4HSvShbn/5NPkj6hor6CJ097Er3RlQU7dwMwe3RYp2s1q2b2Fu3VgoiNgcQDJQeosxy9geZp9GSY/zDifeMZFTCKKeFTcDW4sm3LCrYeaR2gddY7c1vi3Vw8cA4v//QnfjEXsvanS7gu/jpuG30XCgo5VTnkVOWQW5Xb4jGnMofsylyMMWaygWzAYxD8eeX7TIscT0JgAhGeEYS4hxDsHoyLwaXT1yhOPAksCiGEaMHbzcgVYyP4aF0a6w4XMXmgv2MuNOEO2P8zbHkfhpwPg2a02sWoMzIlfAo/p/5MblUuwe7t9/ay9Vcc0cP+ijbB3trggo7UmS1sPVICQGphpQQWhThF2EqcP7tlQlO2yabUYq6et4E7P9/GwrsnU1Frtn9/xaV/B9UK5/4TFIXllcsBuGXELfa7RhdNHujf7vf9M4cEMmWQP2sOFrInq6zNjJyOFFTWEWFytccyhRCiXbYBLvtzK5g00AGBxcJqQr1dcWm8AWXj6WIkPsRLG3qiqi1uomQUV3P1vA2oaveuFexzLRNGu/PDoR+obKjk6dOeY/GuHAYFejA0pP1JykU1Rfxz4z/5Pe93rIusTdt9XXwZGzSWeL944n3jifeLJ9wjvM0bPqfF+vH1lgxW7M/nzCGBrdfmFcYLV//OlT/O5fn8tXyw71M+2f8lZqu5zTV56p0J0bkxoMaVgAYr4zwM6Csr+En1I9vLyk8pP/FTyk8tjvF29saoO/q+XqfoGGQa1FSaPdx/OK4G+blyoklgUQghRCs3T47hk/VpvLsqxXGBRZ0OZr8Fb02ChXfBnevb3O3MyDP5OfVn/sj4g6vi2s+RsfVXvKKH/RVtgr1d2JlR1uE+OzPKqDNrb9JSCqqYHtfh7kKIk8SGlCK8XAzEN/uwNj7Gl7+cM5gXft3Pkwv3cvog7Xviafbqr3hwGRz+HUZeBWGJpJSlsKduD2eEn8Fg02D7XMNOFEXhsQviOe+V1Ty7OIkvb53Y5exDi1WlqLKOxEgfxy5SCNHvxTcOcNmXW8EkO7+PVVWVtKIqRrfzvWxctC8frUsjtbCK2ACPpu0Ld2ShqvDIzDiGBHu0eeyx9mSV8/JvB0gouJlzojxYemQpW3N2U+MdxpDYiaSVRxLtFd3q+/DKjJU8se4JimuLGeQ0iLPjzybON454v3iC3IK6/H37nrMG8vOeHP767S5+vX8K/m1lf+p0jJn1Pl8te4rvd83jdy9ffBUjwXXVhNRWEmI2E2I2E2y24H5sVLXal/qGem4yp2Eu1lM29Dz2xk4ix9mNnPoycqpyyK/Ox6oeDYzWWerYlLOJtVlrAdArenxdfPFx8cHkbMLH2QeTyzGPzqajz7v4SCDSASSwKIQQopVIPzdmDg/m5925HMirYHBj+Z/d+UTAef+GBX+GxX8Br9aBw9P/v737jm/yuB84/jlZ3gtPDBgwe+8ZIHuQvfeebdO0Wd1N0jZN0l+bJmlWs3fSTEL2IGQHEkjYhBmGATOMwYD31P3+uEdGGBtsS/Zzsr/v18svQBbWxxq2dLrnrusUIj2RfLHpiwMOLO5dXzG4F/udk2IoqdxJcUU1iY3MfPTPagJY5yzgLYQIb6WVNSzJ28MRAzKJqLdu6i8O68PcdYW8MT+P753dKye0cC3XffhqYeZt4I2Fo28D4Jmlz6DRrsxWbIqBWUlM7qKYta6QmcvzOW5I03aJLiytwqdl4xYhROur2xl6W+g3cCkoqaSsqpactIaPVhnfywws/pBbWDewqLXmrYWbSY2P4upDexHZxE1KjhyQycptRXy4dBv/HPBreg7ryYtL3yGy03y+KpzPV2//l9SYVEZmjGR059GMyBjBu2vf5Y3Vb5AYlci/D/s3arVi6sipLfpes1PiuOuMYVz/ykL+MG0JT102tuFBSaWIOPZ2zolL5ZxvH4boKEjoDRmZkNDZbC6T0BkSOvPnT7bz9VbF9N+eRmZKIl9+9AG7CnLp+tPLHLr8fQ5b/r75mtFJkNzdvFbY588eVMalsrxiBwt2LmXpjqXsKN/B7srdrCxcSVHVwW/zY3sey18m/oVOMZ1adL2I/cnAohBCiAZdfWhvPly6jae+WcfdZ49ovQsacQGs/ACWTSerX3dg3yc/CVEJjO8ynrlb51JcVUxilHmyuHjTbpZt2fvk4Z3FW5z1FVOad/mlO2H1R6bBE8Hg6EuYDuQXVRxwYDE2MgKPgvUFMrAoRHswf8Muany6wc2fPB7FfeeO4KQHZ7FhZxndU2PJTgnB+oqLX4Xty+HQ30ByNpuKNvH+uvfpE9WHkZkjg//6reTUXh4W7oR/fLiCIwZk7rMWY2P8O0JnJsp6WUKI1pWWEE1GYnSrbOCSu8OskdjYwOI4Z53v79fv4rxxPQBYtqWItQWlXHpIzyYPKoKZJf6PM4axcONu/v7eSl7/+WU88lY/BnWDa4+PYOH2hSzYvoCv8r7i802f1/2/CVkTuHPKnWTFZzFj9YyWfqsAnDqiK1+u3M70hZt5cc4GLj0kp/EzT77BfDRi5bYiXs77htNGdiUzxTyf1x4vSaPO5JLlOTx8ZCIne+dCYS7s2Qi7N8Gaz8BXvc/XiQZGAaNiUyEhEyLjICIKvKnUeLLY4/Wy26PYpWC3B3YpzW587NI1/FRbwswNM1m0+Tvu6HMuk7tMgORs6NQjqOupo5OBRSGEEA0a3SOFsT1TeHvhFn47dUDrvRhUCk55ADbNZfC6p6DoF5DUdZ+zHNX9KGZvns2szbM4odcJaK254rkfKCyt2ud8Y3umNDoYuI/dm8xA4sr3YcNss7aZigBdyxXqY/ZEnEZ+4Sj6Zu4/U9O/vuL4XqnsLqtm3Y6SoL59IYQdvlt34FnPaQnRPHThKM5/Yg6H9csI/gKrK8xO0LEpdS/Enlj6BLW6lmPjjw3+67ei5GjFL4/sw79nrOLFORu4qoFNCuorKDEDizJjUQjRFgZmJfL9+kJqfXq/WejB8O8IndPI+toZidH0So/nB2d2O8DbCzcDcNrIg2+2Ul+nuCjuPXcEFz01lwuemENFtY+zRg7luJyeHJdzHABl1WUs2bGEhdsXkhWXxWl9T8Ojmj6AeTC3nzaEHzYUctcHK5jYO63FRzI9/+0GAC6flLPP6f5NFz8vSOLk836373/y+aBkm3nuvmcT7N4IJduhJH/vn6UFUFMJtZV4a6pIq60kLeDw6UAaeD8hjrvSfPxi1TNc+P0D3JR9LDFnPtmi70kYMrAohBCiUVcf2ptfvDSfF77dwG+nDmi9C4pPh1MeJPLVC+CdX8HFb5oBR8cR3Y/gjjl38Paatzk+53iKymsoLK3iyAEZ++y6N6ixRay1hoJVsPI9WPE+bF1kTvfGQP/jYeDJMOAE2LGa8mnX8Zuiaex5fyFE3Qc5h5n1IB3+9RWP6VrF1u3beWxzDKWVNcRHy69UIcJZQ+sr1jcuJ5XPf3N4aAbHfngSivLguLsgJplNRZt4b+17jMsaR1/6Bv/1W9lVU3rxvzkbePCznzhrdDc6xUUd8Pz+GYsZrbBDqxBC1DcwK5FvftrBuoIS+oVwSZ9cZwmcnLTGZ62Py0nh9Xl55BdVkJ4QzbuLt9AjNa7Fa8xO6pPOzw/rw2NfrSUyQnHSsC77fD4uMo6JXSYyscvEFn39g0mMieT+80Zx7uPfcf0rC3n/11PwNmPmJcDusireWpjHiOxkRvXY9+iijMRoeqfH1y014pdfVME/P1rJrrIqQAE9nI8AjSxXqXQtkboar64mEvOnV1cTqauJ9ZVyUvkWZkV/zsvJsLC8gNeb9d2I+uRVkBBCiEYdO7gzPdPieGnuBn55ZB/iolrx18bAE8nLOJLstZ+ZnaLHXV33qcy4TE7sdSIfrv+Qt9e8Tb+4owAY1SOFQxubOeTzwZYFsOI9MzNx5xpzenQyDDsXBp0MfY+BqIB3nHtMJPesj/n4iT9xU+nb8MJpkNQNBp0KQ04npnIHFV8/yPSo9xg913y9rt5jyd02liE9O7fGtSKEaAP+9RWPbGB9xfp6NnL4W7NU7IFv7oWk7Lqfdf7ZiteOuJbCxYUH+QLui4mM4A8nDOSGVxfxwGc/8ddThhzw/HUDizJjUQjRBqb0y+DJb9bzjw9X8Mzl45q8YcnBbNhZhlLQPbXxgcWxOam8Pi+P79cXkhIXxfbiSq4/qm9QDTcf258VW4volR5PSvyB38hpDWN6pnD1ob14/Kt1zFqzgyMa2CX6QF6ft4mKah+XT85p8PNjncHYrXvK6ZIcS61Pc8OrC5mzrpDYertvt0yk8wGQDHQFRqM6fUlKjwkh+PodmwwsCiGEaFSER3HVlF785Z1lTJufd+B1VUJgZc5lZFevhU9ug95HQlqfus/9ecKfmZc/j39+/09uGGg6slMa2dWteBu8cj5sWWj+nZAFY680MxNzDgVv40/IOqcm8XDtGXgGnMnNaXNg2dsw91GY+yiHO+cpVTHUDj2HXdtyuXTHTPZMPxUu+R+k2z/LSAixv3kbdlHbyPqKrWL2A1C+C6b+AyJj9pmtOC5rHDMWB7cmVls5ZXhXnpmdy4vfbeCSiT332QG1PhlYFEK0pcP7Z3DW6GzeXJDHC99t4LJ6h9+21PodpXRNjiXmAINd451De+flFlJaVQvAaaOafxh0oCivh+evHB/U1wjWheN78PhX63hn0ZZmDSzW+jQvfLeB9IQoTqw329JvnDMY+0PuLk4dEcsTX69jzrpCLprQg7vOGBaqb6EBJ7bi1+44QnfgvRBCiHbp7DHZdIqL5OlZ66msqaWm1kdNrY9anw75ZdV64+D0R6G6HN76OdTW1H0uOTqZOybfQVlNGc+v+Sfga3jzhO0r4aljzKDi2Kvgqplw8wo4+T/Q9+gDDioCpMVHERmhWF6ZAcf+HW5YDD/7CqbcxKb0w7mu9mZ+nf0GEWc/xbbTXue+6rNJ3LMaHj8M5j0LJQUhvlZEa6r16br7tP9+Hfjv5n60xuNCtL45B1lfMaSKtsJ3j0DmYBh+HrDvbMVw4vEo/nLyIGp8mv/7aOUBz+tfYzEtoe1n2gghOqbbTxtCj9Q47vpwBavzg9/IRWvNhp2l5KQfePOunmlxZCRGM2vNDj7+cRvDuiXT5wBvvISLnmnxjO7RiRnLtlFWVXPw/+D4bEU+ebvKuXBCT6K9DQ/Iju9lBmN/WF/I0rw93PvJKvpmJnDrSYND0i5al8xYFEIIcUBxUV4untCTh79Yw4BbP647PTJC8fRl4zisfwg2MQiUMwUOuQ6+exi+/Acc/Ze6T03qOokLB17IyytfJjL1G7JTjtn3/+bOglcvhKpSOP0xGHlBsy/e41FkJsawdU+FOUEp6DoSuo7k7Z0f80FeLb/razaXyclM4sHaM4nsPZlf7/oXvH+j+UjuAd1GQdfR0G2M+f/RoVvfR4TGu4u3cOOrC9lvLPCrj1r8NaMiPDx35Tgm9UkPLk40yfItRVz27Pe8eNV4BmY1vjbiwTRlfcWQqKmCmX+BmnI4+q/gidhvtmK4GdMzlZOGd+GDJVv5du2ORu/7BcUVdIqLbPRFpRBChFpCtJf7zx/JOY+ZtQHfvm7yAWcaHkxBSSWlVbWN7gjtp5RifE4qHyzdCsDpQc5WtMnpo7rxl3eWMXN5fpM3o3nu21y8HsXFExrfeblHahyZidHMXrOD2Wt24FGKB84fSWyU/M4IBzKwKIQQ4qCuPrQXO5wnUwBllTV8tnI7P+QWhn5gEeCo28wg4Tf3QlQCHHpz3aduHHMj01d+js74hD21V9GVAeaQwqXTYMafISIaLnoD+hzV4ovPSo5hg7PrX6DVu8wIlP9wyYRoL52ToplZ3p9f//I7WDYdNi+EzfNh+buw/B3nfyrIGOAMNDofnYeCt2mHBNb4athRvoOy6jJ6JfcK2TpBHd0zs9YT7Y3gmMF718fctnUrWV0aPkznYEoqqvliVQE/rN8lA4ttZNaaAgqKK5n1044WDyw2Z33FFtMaVn8MM26BwrXQ6zDoPxUI39mKgf54/EBmLsvnzvdX8N6vpzR4PRYUV8rGLUKINje6Rwo3HN2P+2au5l8frzzoerAHsmFnGcBBBxbBbODywdKteBScMqJlzytsdNKwLtz+3nLeXri5SQOLq7YV8+3anZw6oiuZSTGNnk8pxbheqXywxAzG3nrSIIZ0TQ5Zt2hdMrAohBDioDrFRfHPs4bX/bu0soYhf51B3q7y1rnAyBi45C14/hT47HbweGHy9QDEemNJLLqUisR7uPPT63ipIg61YTb4aiCxixlUzApuLZaspBjmb9hFVY2PKO/eVUNW79bERkYwrFunutN6pcfz4+YidGwKatzV4J9wVFkMWxfD5gVmoHHLAlj8svkAiIiCzEGQkgPJ3aFTD0jtA72PgAgvuXtyuWPOHeQW5bKjfAc+7QPgmB7HcMfkO0iICv9Daty0Znsxizbt5uwx2dxzzoi602fM2M7UqaNa9DX3lFcz4vZPyNtVFqpMcRDrnd05/X+2RKuvr5i/3Lzpse4LiIyHo26FQ34FSlFQVsD7695nTOcxYTlb0a97ahxXTMnh8a/W8eaCPM4d232/8xQUVzK0m7xIFEK0veuO7Ms3PxXw7OxcDu+f0eyNR/z8v2ty0pswsOgc2ju5bzqZiY0PqIWbtIRoDuuXztc/7WBHSSXpB3nD6PnvcgEa3bQl0PgcM7B4aL90rpzcKwS1oq3IwKIQQohmi4/2khof1boDKHGpcOk7ZnBx5m1mcHHMZejl73LXjsf5jD28pnzM2r6LQ/scbXZ5Hniy+X9Byko2TwDziyrqdv2rqK5lXZFmYp+UfQYbe2ckMGddIQUllfs+cYxONId150zZe1rpjn0HGrctha1LgIBjcdP6og/7A3/d8j4Lty9iaPpQhqcPJys+i7ySPD7d+Clrdq/hP0f8h74psllMS02bvxkwa4iGSnJsJIkx3tYbcBf7WVsQ/MBiq62vWLrTLOcw7xnQPhhxoVnaIWnvzJU3Vr9Bja+GSwZdEtrLdsF1R/bljXl53DNjFScN60J89N6XGRXVtRRV1MjGLUIIV0R4FPedO5ITH/iG376xhI9vPPSgA2IN8R/NkpN24DUWAQZ3SeJPJwxsnSN7XHb6qG58saqAD5ZsPeCmOHvKqnlrwWaGZyczqnunJn3d/KIKrpjcC09rHUEgWoUMLAohhGiR7JTY1h9AiU+HS9+F506CGX+Cz+9AVZcxhggqa8czXW3j0YGTmXLyqyE9PDgraf+BxcWbdlPt23/wobfzrvW6gtKDvyMdnw79jzMffjWVULQZdm8yh3/PfYz3Z97Agox0zssYz60nPGXWecQsGv6/Ff/j3nn3cuGHF/K3Q/7Gib1lN7vmqvVp3lqYR/fU2LqdG0MlOyWOvN0yY7Gt+AcU1xUEN7AY0vUVa6rghyfhy39B5R7oPhGO/z+zBEKA6tpqXl/1Ol3ju3J498Mb+WLhIykmkpuO7c9tb//I41+v4+Zj+9d9boezcYscCi2EcEv31DjuPGMoN7y6iD9MW8JTl41t9nPH3B1lKEXdc8MDUUrx88P7tDTXascO7kxcVARvL9p8wIHF1+dtory6lssn5TTpuk6OjeT3xw8MYaloK7IrtBBCiBbJTollW1EFVTW+1r2ghAy47D3oOgoyB7Fl0h2Mr3yEJcMe4qz+57C0cDmzNs8K6UX6ZyzWbeACfLvWP6tp34Go3hlmYLHFM6a80ZDam+3pE/hX1VnkX/0193buRkqtj1/PexNeOBV2rgXMk9SLB1/MM8c/Q0JkAn/45g+c9vZp3DvvXn7Y9gPVvuqWNXQwX/9UQH5RJWeNzg75O+LZKbFs3V1BTW0rPy4ExRXVFBSbAattRRWUVjZ9h0q/Emd9xfG90oJfX1FrWPUxPHqIOfQ5JgnOfgau/Hi/QUWAGRtmsLNiJ+cPPB+vp32813/BuO70y0zgia/XsnXP3jee/LeTzFgUQrjptJHdOGNUNz5buZ2X5mxo9v/P3VlK1+TYoDaAaQ/iorxMHZLFwo27yW3k+W+tT/P8d7mkJ0Rx0vD2s8akaJgMLAohhGiR7JQ4tGafF4+tJrEz/OxLuOZzlnQ9l90kkp0Sy1XDriLSE8mjix9F6/pb+7Zc4KHQYA59eWbWepKi2Gd9RYBe6Watw2AOxQR45Mu1PPrlWn43+0l2+iq5acIfSR55Kaz/Gh6dBLP+A7Vm4HBU5iheP+V1zu5/NkVVRTy37DmunHElh792OC/tfon3173P7ordQfW0Z9Pm5wFw1ujQHQbtl50SS41Pk+8MpIjW43/MxTk7RrbkMfjCd7nU+jRHDgzyULXtK+ClM+GV86Boq1lH8Vc/wNCz6mYc1/fyipeJiYjhzH5nBnfZFvFGePjD8QOpqPbxyveb6k6XgUUhhC3+ftoQuqfGcucHK1idX9zk/6e1JndHKTnpB5+t2BH4d7p+Z9GWBj//+crt5O0q58LxPYj2duyB2I6gfbw9KoQQos1lp8QCkLernJ5N2B0vVPzrOmanxJEVn8pZ/c7i1VWvMmvzLA7NPjQkl+E/FHrrngoqa2q57uUFlFTVcP1wzz7rKwJ0T4nF61GsKyhp8eVV1fh4Z9FmPNFbWLj7fYZnDue0wRfBkEtg+Lnw3g3w6d/gxzfhnOchrQ/psen89ZC/ctvE21hRuIKvN33N13lfs2jnIhZ9swiP8jAiYwSHZR/G4dmH07dTX9lNGrPez8xl+UzsndqkQ5maKzvFfM28wjK6dYoN+dcXe/kHEg/tl86MZfms31HarM1BCooreeSLteSkxXHOmP03G2kSn8+sATvnUdC1Da6j2JAlBUtYumMpZ/c/m+To9rWhyZEDM8lKiuHN+XnceHQ/PB5FQYkMLAoh7JAYE8n9543i3Me/4/pXFjZ5k5Dy6lpKq2rb9DmvzSb3SSM9IYp3Fm3m+qP3f4753Lfr8XoUF03s6VKhaEsysCiEEKJF9g4stu16cv51Hf2Xf9Wwq3jzpzd5dPGjTOk2JSSDZ52dgcVtRRX844MV/Li5iOuP6stgnbvfeb0RHnqkxbEuiBmLn6/MZ1dZFYm93kMDF/S+AY9yBjBzpsAvZsPX/4ZZ98GzJ8Alb0PnwQB4lIchaUMYkjaEa0deyxsfvoG3n5ev8r7iuy3fsXD7Qh5Y8ABd4rtwWPZhXDX0KrokdNxDUt5dsoWqWh9nt3Qg6SACB9wntMolCD//xi1HD+rMjGX5zV5n8b6ZqymprOGec0bs94ZBk337AHz3MHQbCyfeDd3GNOm//W/F/wC4cOCFLbtci0V4FGeO7sYjX65lzvqdTOqTLjMWhRBWGdMzheuP6sd/Pl3N799c0qz/OygrsZWqwos3wsOpI7rxzOz1vLVwM2cGHAWyOr+Y2Wt2csqIrnXPqUX7JgOLQgghWqRuZlYb74Cbt6scr0fVPVHJis8K+azFKK+H9IQovl5dQHFFDRN7p3LDMf35dGZug+fvnR7Pl6sKqK71ERnR/AGKN+ZvIjpjJsSsp7rwEOb/FM/JgWtXR8bA0bdB1jB482p47kS45C2z7mQ9SRFJTO03lTP6nUFVbRXz8ufxdd7XfLXpK15b9Rpf5X3FM1OfoXti6wys2W7a/DzioiI4YWhWq3z9wIFF0br8MxaPHJDp/Lvps4Y3l2hem7eR8b1SmTqkcwsDvoHP/g4Zg+CydyGqabNYCsoK+CT3E8ZnjadfSr+WXbblzhqTzSNfrmXa/Lx9BxZl8xYhhCWuP7ovU/qlU1TR9PWpoyM8jA3xpm/h7FdH9eX9JVv4yzvLGNszlR7ObtnPf5sLwOUH2NhFtC+yxqIQQogW8R/m2fYDi2V07RS7z0YL/rUW75l3D6XVwa116Nc5KYbiihrSE6J48PxRB9zYoXdGAjU+3aLrYtueUr7d/RhR6Z8zKHUQXfTpvLNoS8Ob4gw5HS54BarL4flTYcN3B/zaURFRTOo6iT+O/yMfnvkhd025i+1l27lyxpVsKt50wP/bkC27yymrav4GGbb4Kb+YxZt2c+KwLsRHt857q3sH3GVn6Na2rqCErskxZCRGk5kY3eQ1FrXWvLHGh0/DbScNbtks5+JtMO1KiIyD815s8qAiwBur36BG13DhoPY3W9GvT0YCo3t04qOl2yiprGF7cSURHkVKXJTbaUIIAZgN8cb0TOHIAZlN/pjUN73lM9zbodT4KO49dwQllTXc+NpCamp97CmrZvqCzQzrlszoHp3cThRtRB4VQgghWiQ+2ktqfFSbDqBordm8q7xuVphfVnwWvxr1K9btWcefvvkTPh38jrzdU+JQCv5z3kgyD3IYR690M6jQ3HUWy6rLuGbGdXg7/UC/xDE8e/yznDu6P4WlVXyxanvD/6nfsXDRNNA+ePEMmHEL5M0zO9IegFKKU/ucyp2T72zR4GJFdS1T7/+a85+YQ2VNbXO+TWu8v2Qr0Dqbtvglx0aSGOOVGYutTGvN+h2l9HJ2Ze+dEc+6gtImbeL05eoCVuzSnDm6G8OyW7C+YW2NGVQs3Q6nPgTpTZt1uLVkK3/99q88seQJuiV044jsI5p/2WHk7DHdKa+u5cMlWykoriQ9ISrku7ALIYRw16H9Mrjm0F4s2Libhz5fwxvzN1FeXcvlk3Jkbe8ORAYWhRBCtFh2SmybDqAUlddQXFmz38AiwBVDruDEXifyxaYv+O+i/wZ9WbecNIhXr5nIof0Ovltsb2dgsTm70m4t2cpVM64it3w+FI/lhZMeIz4ynjNHZeNRe3cublCvQ+HSdyAxy6zv9tTRcP9w+ORWkkrWHHCQ8ZQ+p+w7uFjUtMHFhRt3U1xRw5K8Pfzfhyub/H3a5MfNe4iMMDMUWlN2Shx5u2XGYmvaXlxJWVVt3aB+r/QEiitr2FFSdcD/V1Pr464PVhDpgd9NHdCyC//sb7BhNkz4BQw9+I7OBWUF/GPuPzjprZOY/tN0RmWO4oEjHyDC0753yTxpeBeivR6mzc+joLhS1lcUQoh26rdTBzC4SxIPff4Tj365lvSEKE4e0XHX8+6IZGBRCCFEi2WnxLKtqKLhw3ZbwaaAHaHrU0px+6TbGZI2hCeWPMHHuR8HdVndU+OY0DutSef1z5pqygYuJVUlPLDgAU55+xR+3PkjlTuO4tRuN5EQ7awZmRzDlH4ZfLFyOzucnVQblD0Wrl8I13wOk34NaPj2IQ5Z+md4YDjM/AtsWdjgIOM+g4ufNG1wcc66nQB0T43luW9z+fjHrQf9P7ZZvrWIfpmJrX4YU3ZKLFt3V1BT2zaPi45orTM7uHd6AgB9Mpo2a/iVHzaxZnsJx/VQdElu5q7dtdXwwW/g24cgexwce8cBz767Yjf3zbuPE6efyCsrX2Fg6kAeP/Zxnpn6DANSWzioGUaSYyOZOiSL73ML2bqnXNZXFEKIdiraG8GDF4wkyuthZ2kVF4zvQbS3fb95JvYlA4tCCCFaLDslDq1h6562mbVYf0fo+mK8Mdx/5P2kx6Zz26zbWFLQvJ3+WiojIZrEaO8BBzWqfdW8uvJVTnrrJJ5a+hQ9knowJeFPVBUcxzlje+xz3rPHZFPj07yzaMuBL1gpswvtcXfCjUvh6s/I7XIy+Gph9gPwxBHw4Ej49G+wdfE+g4zNHVycs24ncVERvHLNRNLio/jdtCVs3Bk+s/IKS6vYuqeCwV2TWv2yslNiqfFp8osPMDAsguKfHewf1O/VhFnDRRXV/GfmajITozmuezOfApcUwAunwQ9PQc6hcMFr4G14vcDiqmIeWfQIx08/nmeXPUuPpB48eOSD/O/E/zGp66QOdWjY2WPMsgM+LTtCCyFEe9Y3M5G7Th9Gn4x4LpnY0+0c0cZkYFEIIUSLtfUOuHkHmLHolxWfxf1H3k+truWiDy/i5LdO5o7v7mBG7gwKKwpbpUspRa+M+AYHNbTWfLHxC85850zumnsXESqCv0/6Oy8d/yrfLUunb2YCI+qt83bc4M4kxngPfDj0/hGQPZZVOZfCjT/CVTNh4i+hpgpm/QcePwweGm3+Xr4LaPrgYkV1LQs37WZsTirZKXH857yRlFTWcN3LC8JmvcUVW4sAGNylLQYWnQ1cCsNn4DXcrCswj7U+zozF3hnmzwPNGv7vF2soLK3id1MHEONtxuDe1sXw5JF7D3++5C2I3382c1l1GU8vfZoTpp/Ao4sfJSM2g38f9m/eOOUNjuxxZIcaUPSb3DedLGeNWhlYFEKI9u2sMdl89psjDro2uWh/WmdLRCGEEB3C3oHFthlAOdiMRb8RGSN48rgneWfNO8zdOpfXV7/O66tfB2BAygDGdxnPhKwJjOk8hoSohJC09UqPZ0neHg67+4u602q8GylPfJuaqDXgiyKm7ASq84/iP7nR3F37DbvLqvnF4X32G3CIiYzglBFdeXnuRuZvKGRMz9TmxXg80H28+TjuLsj7Hpa9BT9ON7MXv7obRl4EE6/llD6nAHDr7Fu5YsYV/PvwfzMyY+Q+TQs37qaqxsfE3qbjsP4ZXHdEXx7+Yg3/9+FK/nbqkJZdaW1o+RZnYLE1ZyzWVsPaz+mZ0Acw99cJIfzylTW13PTaIpIrfUwN4dcNR+t3lBIV4aGb87MgOyUWr0fVDTjWt6mwjGdn5TKkaxJnjc5m5szlTbugLYvg2RPBVw2n/RdGXbzfWapqq3hj9Rs8ueRJdlbspGt8V34z5jec0ucUvJ6O/VQ7wqM4c3Q3HvlyrRwKLYQQQrRTHfvZjhBCiKDUzcxqsxmL5Xg9is5NeCd0TOcxjOk8Bq01eSV5fL/1e+ZuncvcbXN5cfmLvLj8RSJUBEPShzAhawITukxgZOZIoiNa9uL3zNHZ5O4opVZralQhu6PfpTTqe9CKhKrJJFeejFcnQ8CYaK/0eM4Z0/AOxZcdksO0eXnc9Npi3r9+CkkxkS3qwuOBHhPNx7F3wLLpZsOXH540h3Wm9+eUzEGQOpFbd37HpR9dSpf4Lhzb81iOyzmOIWlD6tZXnNwtAkp3QlwqNx7Tj+9zC3nu21wm9ErlhGF2L9K93JmxOKi1ZizuyTM7BW+ay+GxGZzuOYe8wqbtFtxUL3y7gQ+XbkMBJ6/ZweS+6ft8vqy6jA/Xf0hxVTGd4zrTOb4zWfFZdInvgke1r4NU1hWU0DMtjghnl+HICA89UuNYv6Ph5Qj++fFKqmp93HLSoKbvTFy8DV65AHw1cMnbkDN5v7NsLtnMzz75GRuLN5IRm8EtE27hrH5nERnRwsdrO3TZpBx+2l7CkQMz3U4RQgghRCuQgUUhhBAt1q1T2x8K3bVTbN1gQlMopeie2J3uid05q/9ZaK1Zu3stc7fNZe7WuczbNo8lBUt4cumTZMRmcM/h9zC68+hmtx3eP4PROTE8vfRpXlz+IlW+KqZ0m8LNY26mX0rzB5gGZCVy68mD+Ms7y/jjm0v474Wjgz+U0hsFI86H4edB7iyY9wxsXQTL3+EUNP2jInk/IZFPKOCF5S/wwvIX8OAhrjaSkb2qeX5mCQMrq5hQrRkSm8mL8V2ZEesld1oaO3dNJK1rL0juDkndIDo0M0FDZfmWIrJTYkmObYUBn9Uz4K2fm0PMh55NxNovuD/qEdYtnAXDHoWsoUFfRGFpFQ9+/hNdkmPYVVLBDa8u4sMbppCZGMO20m28vOJlpq2eRnF18X7/t2+nvtwx+Q6GpgffYYOqGh+bdpVzdL2Bqt4Z8Xy1uoCaWh/eiL0DqfNyC/lgyVaOHdyZSX3S63+5hlWXm0HF4i1w5pONDipeNeMqtpRs4fpR13Px4IuJ9TZzQ5gOoHNSDE9eOtbtDCGEEEK0EhlYFEII0WLx0V5S46Pa5FBorTWbd5UzrN56hM2llKJvSl/6pvTlokEXUeurZUXhCmZvns3TPz7NVTOu4uaxN3PxoIubNJCntWb1rtV8suET3lj1Brsqd9E/pT+/GfsbJnWdFFTrJRN7MmfdTj5cuo0X52zg0kNygvp6dZSCXoeaD4CqMtixigFblzBgxXvcvPZzfoyM4LOEBHK9HvK9EWz1evk0Jo6Z8XE8BMTrasZW/MT4xFKOqqgg5fNp+15GTCdIzoahZ8GUm8xluqSiupY1BSX7DUQFrWQ7fPug2SU4phOc/woMPBFPWSGv3v1zzi37FB4/1Hz/R/wJgpjF9sCnqymuqOEfZwxj8eLFPLW8kl+/Mpf+gz/jvXXvUqtr6ZXci5sG30S/Tv3IL8snvzSf3KJc3lrzFhd9eBFXDLmCa0de2+JZubbYtKuMWp+u27jFr1d6PJ+u2E7ernJynM1cfD7NHR+swOtR/OmEgU27AK3hnetgywI49Dcw/Nz9zhI4qHjH5Ds4re9pQX9fQgghhBDhSAYWhRBCBCU7JbZNZiwWlddQXFlz0PUVmyvCE8HQ9KEMTR/K0T2O5qYvb+LuH+5mScESbp90O3GR+28UU1FTwbKdy5i9eTYzN8wktygXgM5xnfn7pL9zap9TifBEBN2mlOKfZw3nx81F3Pn+CkZ1Twl6YLVBUXHQdZT5GHMZqnQnw5a/zbCVH7BdJ3LLyt5ccPRZXH5EP5YULOH7bd/z/dbvmV2whK9izc643ppoBnoyOCM1kwnVPnoU70Tt+Ak+ux08ETD5htB3N9FP+SXU+nTw6yv6fLBtMaz+BFZ/bAaeALqNhXOehU7O7t5xqTyfcj2flE/lmZQX4Zt7Ye0XcNZTkNan2Re7ZnsxL83dyKgenTh5eBeiti1lT0ISH+T/g+VrNzIuaxxXDLmCyd0mN3jI8wUDL+DW2bfy9I9P8+WmL7l57M2MyxoXtrPr6m/c4rd3A5eSuoHF95ZsYfGm3VwxOafu8wf19T3w45sw8GQ48tb9Pi2DikIIIYQQe8nAohBCiKBkp8SydPMeqmp8RHlbbx23TU3YETpYfVP68spJr3Db7Nv4OPdjvtv6Hd0TupMVn0Xn+M6sL1rPs+8/y6rCVdToGgDSY9M5f8D5HJdzHKMzR4dkQDFQUkwk/71wNGc9+i3XvbwguPUWD0BrzYxl2xiW3YlundJg3FUw7ipemrmamct/4tp+3YiOiGZc1jjGZY3jupHXUVZdxoLtC5izZS6v/fgFS9VGftxtdrLunNCZCb1O56SVXzJp5l8gobM5DNsFy7fuAVq4I3RlCaz70gwk/jQTSraZ06OTYciZ0P94GHKGOcw8QHZKLF/kd6Xm5hl4v/6X2Y37sSlw/D9h9KXNmsH5jw9XUuvT3HbyYJRS7KzZyXIeIiJuI1U7D6dfxi9ZvDqSxavXAnDUwM77DKL2S+nHSye+xLM/Psujix/lus+uw+vxMiJjBBO6TGBC1gSGpQ8Lm3UB/esoNjRjEczA41EDzUzVf320kuTYSG44uonLEaz5DL64EzoPgzMeN2uUBvh+6/fcMvsW8kvzZVBRCCGEEAIZWBRCCBGk7JQ4tIate8rpmRZ/8P/QQk3dETpYCVEJ3HfEfby88mU+XP8h20q3sbxwOT7tAyDVl8qU7CmMyBjB6MzRjMgYEfLBxPqGZSfzpxMHcvt7y/nfnI1ce0TzZ70dzKs/bOJP05fSMy2O9389hURn8HLOup3ERUUwrNv+MyXjIuOY0m0KU7pN4ZIB13HCQx9T7V3DyRNLWb5rAe9u+Jh3Y+HULt35/Xu/IjmuievbhVizd4QuXGdmJf40w6xFWVtlTk8fYA6L7T8Vuk844KHN2Smx1Pg0+WWabsf8FfoeDdN/Du9db3boPvHfkH7wwa5vfirg85XbOWVEV0b3SGHZzmU8XPgwJb4SftH/F3w4I5FZ33xBAuUkqDLiqWD50hE8csN5+3ydSE8kPxv+M47POZ7PN37O3G1zmZ8/n/n583mER4j1xjK682gmZE1gfJfxDEwZ2Or365byz1jsnb7vzxv/v9ftMJ9/etZ6tuyp4LaTB9Mpbt+B3waVFcLbv4SoRDj/pX3WCS2rLuO++ffx2qrXiPXG8o9D/8HJvU8O0XckhBBCCBG+ZGBRCCFEUPwDfXm7WntgsfVnLPoppbho0EVcNOgiAGp8Newo38EXX37B+SeeH/wmKi1w0YSePPjZT7y5II9fHN47pA3LtxTx13eXERcVwYadZfxx+lIevmAUlTU+Fm3czcQ+aURGHHg2auekGO4/ZzKXPRvJ0iVJvHntrRSUb+XOuXfy7ubZzOnamb++exVJOb8HpoasvSmWby0iKcZbt9lQo3JnM3nRTfDdZvPviCjIOdQMJPY7DlJ7Nfky63ZMLywzl5szBa6dBTNuhUUvwSOHwKRfw2G/hSjncaO12QCmaAsUb8VXtIUVn87iik4biags44xni1jj8RGlNfdt38Ex6//MdQD1lkysKfRQ9e5coo65FeJS9/lcj6QeXD70ci4fejnVvmp+3PEjc7fO3Xt4++bZACRFJTEuaxzjs8ZzePfD6ZbQrcnfe2tbt6OUpBizvmugjMRoEqK9rC8oZXtxBY98sYactDgumdjz4F9UazPoW7INTn8MUnLqPvX91u/5y7d/YXPJZsZ2HsvfJ/2d7kndQ/xdCSGEEEKEJxlYFEIIEZS9A4utu4FLW81YbIjX4yUrPotUb6org4oAUV4Pp43sxnPf5rI4bw8ju3cKydctqazhupcXoLXmf1dP5PGv1vHBkq1M7J1Gn4x4qmp9TOydevAvBBzWP4PrjujLw1+s4R8frOD204by6NGP8vaat7l77v9xXbqHE/L/Q68fIska97OQ9B+Mz6dZsbWYod2SDnzbbfoe/ncOMbW15lDl/sdDr8NbvLt14ID7BP+JsSlw+n/N1//wNzDrPljymlmbsWgLFG+jzFfFopho5sZEMzc2hhWdo/A53RkaTvbFckJpNIf1OQSiEwM+kiA6kS/X7CJ+ybOMW/A0LJ9mNo0Zd3WDsysjPZGMyhzFqMxR/GLEL6ioqWDh9oV1g4xfbPqCzzZ+xt0/3M05/c/h2pHXkhrTtPtCa1pXUErvjIT9bk+lFL3S41m/o5T/zFxNaVUt9504qGlLNCz6H6x4Dwafvs8h+++tfY9bZt1CjDeGP43/E+cPPL/BdSyFEEIIIToqGVgUQggRlLqZWa28gUvernK8HkXnpJhWvRybnT0mm+e+zWXa/E0hGVjUWvPn6UtZv6OU204ezKgeKfzr7OEs27qHO95bzhEDMgCY2DutyV/zxmP68UNuIc9/t4EJvdM4cVgXzuh3Bod0PYQ7Pr+Zj1jK5z8+wCVr3uKqU54jIaFz0N/HgWzaVUZJZQ2Duxxg05sti+ClswHN/EF/ZsKpwW80EziwuJ8eE+CaL2HeM1R/fTdLitbxfUISc1N6sZhyatAAeGujSCjvzs8mnMChvY+lV3IvlFLMmDEDpjY86zMzs4gT5/Xg/qHrOH374/DxH2HBi3Dm45A17IDNMd4YDul6CId0PQSA4qpivt/2Pc/++CyvrnqV99e9z1XDruLiQRcT43XncVhUUc2OkkoO69fwYfW9M+JZunkPr/2wiQm9UjlucBPuX4Xr4KM/QGJXOPk/detf+gcVO8d35sljnyQnOSeE34kQQgghRPsgb7kKIYQIiv/w0tYfWCyja6dYIjzuzBi0wZCuSQzMSuTdRVuoqK4N+uu98v0m3l28hWMHd+bKyTkAJMdG8siFYwD4ZHl+o+srNsYb4eHBC0aRFh/FH6YtYcNOs95dVnwW/z3lZX6ReCE9PLE8VZXHSW8cw7vz/xv093EgB11fcfsKePEMqKmAC15hd9LAoC5vT+Ueanw1AQPuZibvjvIdfLbhMx5Y8AC//+r3XPbJVRyfN53xWYlcnhLNI5GVLPdqJnabzG/H/paT0+5m1+q/cd3oB7ls9M/p3alph78PzEokOTaKZ/eMgV/9AIf9HgpWwhNHwjf3ga/p95vEqESO7nE0L57wIvcefi+dojvxwIIHOGn6yfzvx+ls21PG9qKKkNwXm2q9s75ir/SGl13wn66hbrObRmkNWxfDm1dDVQmc8WjdoeOBg4rPTH1GBhWFEEIIIRohMxaFEEIEJT7arHXW2odCb95VztBmDHC1R0opzh6TzZ0frODTFfmcPLxri7/W9qIK/vbeMrp1iuWes0fsMwAzLDuZW04axF/fXcbYnNSDrq9YX+ekGP5z3kgue/Z7/vLOMp6/cnzd5/rGj+YXp/2Od2fexEObP+OWHx+jqHIPF0/6c4u/lwNZvtUZWGxoR+jCdfDCaVBZBOe/DL2PMBu2NFF5TTmrd61m8fbFLC4wH/ll+XiUh/TYdBJ7xTC7uBPHv7mTzSWb9/m/KdEpdI7vTN9OfRmaPpSJXSYyJH0IkZ5INu8u5x+vfMmAzsmcOza7Wd+vx6OY0CuVz1Zup9gXSeJRt8CAE+Ctn8Nnt8PqGXDM3yCtL8SnN2l3aqUUx+UcxxHdj+CC1+5jVcl0/jn/r9w16wkqt59IWsRgvv79kcREtv5mL+ucHaF7ZzR8iLr/9LNGZzf888JXCxvnMCD3Obj/t7Bnozl90vXm9mf/QcXuibKeohBCCCFEY2RgUQghRNCyU2JbdcZiTa2P4soaUhOasLNrO3fayG7830crmTY/L6iBxekLN1NV4+OWkwaRHLf/+nuXHtKTCI9idI+UFn39w/pnMD4nlXm5hfh8Gk/ATNOICC9nHP8Qh67+iKu+vpl//fQKeCK4eOIfWvz9NGb5liIiIxR9M+sNRFUUwcvnQ2kBnP2M2aClEVprtpdtZ9WuVazetZqVhStZVbiKjcUb63YLVyj6dOrDhC4TKKsuI78snx0lGylWm0iPyOH0vqczImMEwzOG0yOxxwEPJf73xyupdG4bbzMHdcEcuv7J8nzmbdjFkQMyodto+PnX8NnfYc4j8Ozx5ozeWLO+Y0pP82enHtCp594/41L3GXgsrYCVywYyKOVXxGbNYknsXCJ6PklccRfemZ/CeRPHNLu1uVZuLQZgQFZig58/bnBnfn/8AC4c32PvidUVsP4rs4biqo+gbAc5AMk9YOIvYeDJ0HMSAJ9u+JRbZ98qg4pCCCGEEE0kA4tCCCGClp0Sy9LNe6iq8TVto4RmKqmsASApRn5tZSRGc+SATD5fmU9+UUWL1pzUWjNtfh4pcZEcM6jhNeiUUlzclN10D2BI12Tmri9kY2EZOQ0cupre/wSe9tVw1azf869VL4HycPGE3wV1mfUt31pEv8zEfe+XPp+ZwbdjFRz7dxhyRt2nanUtqwoDBhB3rWJ14Wp2Ve6qO49C0T2xO0f3OJoBKQMYljGMYenDSIzad7Drmhfm8cXKfKbfcUKTBwgXbdrN24u2cMSADA7rn9Gi79m/JuacdTvNwCJAZCwc/38w9CzI/QZ2bYDdG83Huq+gtnL/LxSVYAYZI+OgbAcJRdtZFlkGJcAa2OSN4D+pKcxM3MrTyy5h6IYhDBl+GcrXouwmWb61iJhIT6OHQsdERvDLI/qageOl78LK9+GnmeZQZ4CMQTD2Sr7dncakM36+z8DpvG3z+MPXf6BTdCeeOU4GFYUQQgghmkJeoQkhhAhadkqcWa5sTzk90xp+wR+M4gozsJgYs//Muo7o7DHZfLoin7cWbuYXh/dp9v9fnLeHNdtLuHxSTqsMBPv51zVcvrWowYFFgPSBp/B0bQ1Xffdn/rXyBbTycMn434Tk8gtLq9i6p4LJfett9PHVP2HVhzD0bHMILLB853JeXP4iH+d/TM17NXVnjfXG0i+lH8ekHMOAlAEMSB1A/5T+xEXGHfTys1NiqfFBfnFl3VqkB6K15s73lxPhUdxy4qDmfbMBzDqLkcxZV9hA1FjzEcjng9LtZpBx1wbY7R903GD+Xb4L4tP50ZPC5pp4po4fQmRiJt3j07kvLp3ff/UaM6MXcWnZCv78wc84sSoGJo+GpJbPqG2I1prlW4oYmJW071qr5bthx0+wYzXs/Am2LjGDp7VVzvc8zsxKHHQKpJnHS/GMGfsMKq7etZrrP78er8fLo8c8SvckGVQUQgghhGgKGVgUQggRtMAdcFtjYLGoohqAxGj5tQVw1MBMUuIimTY/j58f1rRNPQJNm78JMAOUrcm/ruHyLUWcOKxLo+dLH3IGT/squWrO37h7xXMQGcclo64N+vLrNm4JXF9x+bvw1b8gazi+Ux7g67yveGH5C/yw7QcAekX24piBxzAgdQADUgbQPbE7EZ6WrR1Yt4FLYVmTBhY/XLqNeRt2cfHEHvTr3PChvk2xzzqLFdUHH5D3eCAxy3x0H9/gWVZuK+KM+7/hvLHdOfmk4ft87hjfWKa98Q5d+rzM3zIUi4pL+OO0y4m/7AOICN2bAduLK9lZWsXUoVl7T1z+Lky7EnzVAd+PF3IOhUEnw4CTIKnx+x7A1pKtXPvptZTXlvPI0Y8wOG1wyJqFEEIIIdo7eYUmhBAiaHsHFltnA5cSZ8ZighwKDUCU18NpI7vx3Le5PP9tLhdM6EG0t2mDXxXVtby7aAsDsxIZ0thOySHSNzOByAhVt4HKgaQPO5+nK4q5atG93L3kETO4OPSyoC5/+dY9QMCO0Nt+hLd+AXHpfH/0H7jnkytZUbgCr/JySu9TuGTwJWyct5Gpoxtfb7E5/I+LDTvLmOAcntyYiupa/vnxChKjvdx0TP+gL7tuncXcXRw5MDPor/fm/DwAzm5gM5kjB2aSEtGbyO2/Z/Lw93h7y2y+r97E7R/9moknPxb0ZfvtN1C8exO8+yuISYZDroP0/pDeD1J6gffA67FW+iqZu3UuiwsW8/aat9letp27D7ubQ7oeErJeIYQQQoiOoEWv0JRSbwGnA8dqrT9t5DwK+A3wM6AbsAd4QGv9r5alCiGEsJV/nb/8ogbWaQsBORR6f5cc0pPpC/L423vLefiLtVx6SE8umtDjoP9v5vJ8iipquH5MdrNnOjZXlNdDv8zEugGhg0kfdw1Pb13EVfmfcff8e8Dj4ZLBl7T48j9dsZ0or8cMoG5bCi+cxjrl4z+DJ/Llt38i0hPJJYMv4bLBl9E53qw1uZGNLb68+oZnJxPl9fDg5z8xdUhWg5vk+D3/bS6bCsv50wkDSUuIDvqy91lnMciBxepaH28t3ExOWhxje+6/mU9khBnofmb2ev7d7y46F/2Hj4rf5Zqdszn3o2u4+Zj7iY8MfiZz3Q7fXZPM7s7TfwYVe+DCN6D/cY3+P601G4o21O3cvaRgCat3rUZ/ok2/J5I/T/gzJ/Q6IehGIYQQQoiOptkDi0qpS4GDLywEDwKTgXOBJUASIAvWCCFEO5TkDPgVV1Qf5JwtU1zpHAotMxbr9MlIYNYfj+K17zfx3Le53DdzNf/9Yg3jMzV9RhXTN7PhQ2mnzc/D61GcPqpbm3QO7prEtPl57CypbNKAWfqJ9/H0s8dzVdVW7v7hbgrKCpjQZQI9k3rSJb5Lkw9L3rCzlO/XF3LKiK4kFi5j5//O4NE4D9MSO1O7cwnH5xzP9aOvb9UNOrokx/K3U4bw57eW8rtpi3n8kjENDubuLKnk4c/X0D01lssm5YTksveus7gz6K/11aoCdpRUcfmknEYHo88Zm80zs9czfcEWjkg4lGsmnsZfP7iU17fP4f3XjiQ5phMx3hhiImKI8cYQHRFd9+/Av8d4Y0iMSmRw2mCGpA3ZZy3L5VuKUMp8b3xzH2z8ls1jL+XL2gIS175LVlwWneM7kxyVzKpdq/YZSNxdubvu62TEZjA0eijHDT2OEZkjGJQ66IC7dAshhBBCiMY16xWaUiobuBOYAmw4wPn6AdcBI7TWS52TdzsfQggh2pmkWDOwWFRec5BztszeGYsysBgoKSaSaw7rzRWTc/h42Tae+mY932zazTH3fc0RAzK4ekpvJvdNqxsM2rangm9+KuCogZ1JD8GsuKbwH7a6YmsxU/o14TK90aSf+yJPP3kYV3fy8OyyZ3l22bOAmVnWI7EHPZN67vORk5xDWkzaPoNeby7YDMBF3bfw5Js38nR6HKUeDyMzhvPbcb9lRMaI0H+zDbhgfHfmrNvJu4u38OzsXK6c0mu/89z/6U8UV9bwz7OGExPZsvUc6/Ovs/jpivymrbN4ANPm56EUnDG68TU5B3VJYkjXJN5fvIVJEzTZ3cbx5OH/Ydr7V/FRpzTKVSmVVeUUKU2B9lGha6ioraZGN/4zI0JF0D+lP8MzhjMiYwRL8yvISU8nLn8hi767lxe69+azwq/x7fyy0a/h9XgZlDqIk3ufzIiMEYzIGEFWfBaffPIJU4eG5pB3IYQQQoiOTGmtm3ZG82x9BjBNa/2EUkrTyKHQSqlfAHcD/wB+CUQC3wK/0VrnNnD+m4Gb/f+Oj4/v9uabbzb/u2lERUUFMTF2vxNte6P0Bc/2Rtv7wP7Gjtzn05pfflnLqAzFz4e2fGCkscYPc328s97HLWMj6JHYuofvHojttzHAioIKvs6PZGGBRgPd4uHo7h7Gd1Z8tknz1jofvxjqYVRG6+0GHWj1Ls29i2o5q4+H43p4mnwdpu5ZytAVd7EgNoG1sZ1YHxXFRq+HPI+PbaoKX727QbSKJiMig04RyUT4qtmyu4wEXUpZzA7yvRFkqkSOTz6DYdHDDngIeGvcxhU1mrvm1bKzAn43OoJeSXsvf0up5o4faumVaD7XlMPTm9r42SYfr6/x8avhHoaltez2LqnS/P7bWvp3Utw48sCP7c/zfLz2k49L+9UyOdsMIvfa/BZ9N76GB1+D/6dKRVAclUxRZCeKo5MpjkxgW1QSCxLSWevbzobqDZT4SurOH+mLo0dtCWsjzfczIGoAh8SZdRF31+5mj28Ppb5SMr2Z9IzsSXZkNpFq/0FV2x/L0hc82xtt7wP7G6UveLY32t4H9jdKX/BsbzxY3/HHH79Za92qOzY2Z+rHtZiByCeacN50IBEYB4wEaoH/Au8ppUZqrWsDz6y1vg+4z//v7OxsPXVq6N5FnjFjBqH8eq3B9kbpC57tjbb3gf2NHb0vYc4MYpOTmTp1You/RmONCz9aCevXcuwRh5KTHvpdp5vK9tsYgBkzuPHiqWwqLOO5b3N57YdNvLCyhg/zzEBPSpyPm88/hihv2wwsTiyv5t5Fn1CbmMXUqaOacR1OhcXZTJ73LJNLt8POfKgqBqAa2Oz1siHSy4bISOfPCnKjylnucQbm4mAn0Mmn+EOfczjvkD8R2YQdilvrNu43qojTH5nNi2uj+NOJA1GYzk/mbMCnd3LPxZMY1WP/9QuDaey+pYjXH/yG6k45TJ06qEXdT89aT61ezs+PG8HUgxw+P660iun/+JR5O7z8/Sp/31SofRhKC6BkGxQ7HyX5ULyNqJJ80oq3kVaSD7uWgs/MYDzLEwnDz0Mf+Rc2xyXx0dyX+X7ZdIpid5HnjeCsTkO45PC76NOpT4u+L9sfy9IXPNsbbe8D+xulL3i2N9reB/Y3Sl/wbG+0oa9JA4tKqT7AbUBTXy36V2m/VWtd6HyN3wFbgP7AimZ2CiGEsFxSTGQrHgotayw2V/fUOG47eTA3HNOP13/YxLOzc9m8u5yrpvRqs0FFgOTYSLJTYpu0M/R+RpxvPvyqy6G0gMiSAnJKt5NTst0MWJUWgP/vvhpmF2fwwfYMrj3vNLoPHAtR7g1G+w3umlS33uKvXl64z+dOG9m1yYOKzTEwK5HU+CjeWriZnx3Wu8mbwmit+XbtTp76Zh1frCogKcbL1CFZB/1/qfFRHDEgk0+X51NUUV239ioRXkjqYj4OxOeDsp2waS58919Y9BJq0Utkp/Timl3ruQbYFTWJlCNuhP72PsEXQgghhOhImvoK7VAgDZhf7xCdN5VSr2mtf1bv/AucP5t2nLUQQoiwlxQbSVFrbd4iu0K3WFJMJFcf2pvLJ+Uwf8MuRnTv1OYNg7sk8dnK7VRU1x78zAcSGQudepiPRpRU1nD1nZ8ysFsi3YdPDu7yQuyC8d3p1zmB/KKKutMilOLQ/hmtcnkej+LWkwZx8+uLufn1xTx7+Tg8nsYPta6sqeXdRVt4etZ6Vm4rxqPghKFZ/OqovsRGNW2JgxHZycxcns/6gtLm39c8HkjIgEEnm4+8efDtg5A7i+9TT+a2rVN48eIrINHew5GEEEIIITqapg4svg7UX0txE/Bz4JMGzj8bM7j4d6XUNZhDof8JLAZWtyxVCCGEzZJivGzbU94qX7u4oppor6dNZ9q1N94IDxN6p7ly2UO6JvPJ8nxW5xe3+mV9uHQr5dW1nD2mVZeSaRGlFONyUtv0Ms8cnc2cdTt5fV4ej329ll8e0Xe/8xSWVvG/ORt4/rsN7CipJD4qgism53DFpF70SItr4Ks2rld6AgDrd7RgYLG+7LFw7gsA3PXwLHbGV5Apg4pCCCGEEFZp0sCi1roMKAs8zZm5uENrXaiUOhT4CBistd6otdZKqVOAhzADkBXAV8Cp9ddXFEII0T6YGYs1aK2btAFFc5RU1shh0GFscFezM/TyLUWE/oDffU2bn0eU18PJw7u28iWFj9tPHcqiTbu595PVjO2ZyvheZnBzzfZinp6Vy/QFeVTW+OiaHMMtJw7ivPHd9x7G3Ey9nDVQ1xWUHOScTVdT62PltmLXBsaFEEIIIUTjWvwqTWutAv7+DZBQ7/NbgLNaniaEECKcJMVEUuvTlFXVEh8d2kHA4ooaOQw6jNUNLG4tYnIrTjjbsLOU79cXcsqIriTHyv3FLzYqgkcuGs0pD83m+lcWcvtpQ3j1+418saoAgBHdO3H1lF6cMDQLb0Rws4LrBhZ3lAbd7bd+RymVNT4Gd0kK2dcUQgghhBChIceUCSGECImkWDOY2BrrLJqBRZmxGK66JseQHBvJ8i17N3Dx+TQ3vrqQ615ecID/2Tyv/rAJwMrDoN3WNzORO08fyraiCn7+4ny+Wl3ACUOzePPaQ3j7l5M4ZUTXoAcVwQxipkSbwcCWmLk8nxMf+Gafw+b9G//4B6iFEEIIIYQ95FWaEEKIkPDPECsqr6FLcmi/dlFFNTnpzVvrTdhDKcXgLkksyduNr5c57Ylv1vH2oi0A3Hh0Mf06JwZ1Gdv2VPDs7PX0yYhnSt/0YJPbpbPGZJNfXMGu0ioumZjT7PUTmyorTrF+R2mzl0Uoq6rhtrd/ZFtRBb/83wLe/dVk4qK8dQPSMmNRCCGEEMI+MmNRCCFESPjXZAv1jEWfT5s1FqPl0NZwNrhrEqVVtewohx9yC/n3jFWkxUcBMG1BXtBf/98zVlFR7ePWkwYTcYCdjzu6Xx7Rl1tOGtxqg4oAmXFQVlVLflFls/7fk1+vZ1tRBWN6prBmewm3vv0jWmuWby0iJtJTd5i1EEIIIYSwhwwsCiGECImkuhmLoR1YLKuuRWtIkEOhw5p/ttmKXZpfv7yQqAgPr/xsIj1S43hrwWZqan0t/tpL8/bw5oI8Du2XzhEDMkKVLFooK84M7DZnA5f8ogoe+2otvTPieeWaiRw9MJPpCzbzxrw8lm8pYmBWkgwYCyGEEEJYSAYWhRBChERSTOussVjsfD1ZYzG8+dfHe/0nH9uKKrjj9KH075zIWaOz2V5cyTdrdrTo62qtufOD5XgU3HLSoJDvSC6aLzPW/NmcDVzumbGK8upabjlxEFFeD/ecM4KuyTHc+vaP7CytkvUVhRBCCCEsJQOLQgghQiIpYI3Fhrw0ZwN5u8qa/XWLK8zXk12hw1ufjASiIjzUaLO5in+DlTNHdwNg2vyWHQ79yfJ85q4v5LxxPRiYJYNPNuhcN2OxaQOLP27ew7QFeUzum8ZRAzMBSImP4qELR+PTGpD1FYUQQgghbCUDi0IIIUKibo3FBg6Fzt1Ryq1v/8h/Zv7U7K/rn7GYJDMWw1qU18OE3ql0T4C/nzak7vTuqXEc0juNmcvy2VPWvNmuVTU+/u/DFcRHRXDzsf1DnSxaKC0GoiI8rN9x8EOhtdbc9cEKAG45cfA+M07H9EzhzycOIjJCMbF3aqv1CiGEEEKIlpOBRSGEECGRFNv4odAFJWYTh7nrdzb76/pnLCZEy8BiuHv+ivH8aUwEcVH73pZnj8mmqtbHu0u2NOvrvfBdLrk7y/jlkX3JSIwOZaoIgkcpeqbFsb4Jh0LPXJ7Pd+t2ct7Y7g0e7nzllF78ePtU+mYGt2u4EEIIIYRoHTKwKIQQIiQOdCj0zpIqAPJ2lbOpsHmHQ8uh0O2Hx6Ma3IDjhGFZxEdFNOtw6F2lVTz42U906xTLVVN6hTJThEDvjHg27SqnqqbxTXmqanz830criYuK4ObjGp9xGu2NaI1EIYQQQggRAjKwKIQQIiQSorwo1fCMxcLSqrq/z11f2Kyvu3dgUWYstldxUV5OHNaFxZt281N+cZP+zwOf/URRRQ2/P34AMZEy8GSbXukJ1Po0Gw/wRsJLczawfkcpvzyiD5mJMW1YJ4QQQgghQkUGFoUQQoSEx6NIjPY2OLC40zkUGuC7tc07HFp2he4Y/Ju5TFtw8FmLawtKeGnOBkZ278SpI7q2dppogd4Z8QCsK2h4ncXdZVU88NlPdE2O4epDe7dlmhBCCCGECCEZWBRCCBEySbGRDR8K7cxYTIrxMmddcwcW5VDojmBcTio9UuOYvmAzNbWNHz4L8H8frqTGp7nt5EH7bPYh7NE73QwsNrbO4oOfrWFPeTW/P36gzDgVQgghhAhjMrAohBAiZJJiIg94KPRxQ7LYvLt56yyWVMqh0B2Bx6M4a3Q2BcWVfPPTjkbP9+2aHXy6Ip+ThndhTE/ZKdhWvdL9Mxb3H1hcV1DCC9/lMiI7WWacCiGEEEKEORlYFEIIETJJsV6Kyhs4FLq0ksRoL4f1zwBo1qzFIjkUusM4a0w3gEY3can1ae78YAVRER7+ePzAtkwTzZQaH0VybGSDMxb/+ZGZcXrryYPxNLCZjxBCCCGECB8ysCiEECJkzIzFGrTW+5y+s6SK1IQoJvYyM8zmrGv6Bi7FFTVEeBSxcrhku5edEsekPmnMXJ7P7rKq/T7/5oI8lm8t4oopOXRPjXOhUDSVUope6fGsqzew+N3anXyyPJ8Th2UxLkdmnAohhBBChDsZWBRCCBEySbGR1Po0ZVW1+5y+s7SKtPgoMpNi6J0R36wZi8UV1STGeGUtvQ7i7DHZVNX6eG/xln1OL62s4Z4Zq0iLj+K6I/u6VCeao3dGPDtKKutmHft8mjs/WE5UhIc/yIxTIYQQQoh2QQYWhRBChEySs8FK4DqLWmt2lVaRGh8NwMTeac1aZ7GksoaEaDkMuqM4fmgW8VER+x0O/fjX69heXMlNx/avu58Ju9Vt4OKsszh94WaWbSni8sk59EyLdzNNCCGEEEKEiAwsCiGECJmkWDMAGLgzdFF5DTU+TVp8FGAGFqHp6ywWV9TIjtAdSFyUl5OGd2Fx3h5W5xcDsHVPOU98vZZ+mQmcP667y4WiqXpnJACwbkcJZVU1/HvGSlJlxqkQQgghRLsiA4tCCCFCpqEZiztKKwFIS3AGFpu5zqIZWJQZix3J2WPM4OGbzqzFf3+8iopqH7ecNAhvhDx1CRe9AmYsPv7VOvKLKrnpmH4kx8obBUIIIYQQ7YW8UhNCCBEySc6AQeDO0IWlZhOOVGfGYnPWWdRaU1xRTZIMLHYo43JS6JEax/SFm5k6NIvpCzdzWP8MjhiQ6XaaaIYc53Dn79btZOnmPfTNTOCC8T1crhJCCCGEEKEkb/sLIYQIGf8AYOCMxZ0lZmDRP2MRmr7OYmWNj+paLYdCdzBKKc4ek01BcSU/e2E+HgW3nDjI7SzRTLFREXTrFMsPubvMjNMTZcapEEIIIUR7I8/uhBBChMzeGYt711jc6T8U2tm8BZq+zmJxhfk6snlLx3Pm6G4A7Cip5PzxPRiQlehykWgJ/+HQh/ZL54gBGS7XCCGEEEKIUJOBRSGEECFTt8Zi4KHQJfseCg1NX2ex2Jn5KGssdjzZKXEc3j+DxBgvNx3T3+0c0UJDuyUTGaH484mDUEq5nSOEEEIIIUJMXqkJIYQImbpdoQMPhS7d/1Dopq6z6J+xKIdCd0wPXTiKsspaMhKjD35mYaUbj+nHxRN7kJ0S53aKEEIIIYRoBTJjUQghRMg0fCj0/jMWoWnrLO4dWJT3wTqipJhIspJj3M4QQYiJjJBBRSGEEEKIdkwGFoUQQoRMQpQXpfadsVhYWklitJdob8Q+523KOosllXIotBBCCCGEEELYSgYWhRBChIzHo0iM9u63K3RqQtR+553Y++DrLBbJjEUhhBBCCCGEsJYMLAohhAippNjI/Q6FTovff2AxMzGGPgdZZ1HWWBRCCCGEEEIIe8nAohBCiJBKiomsm7Ho82l2lVaRGt/w5hsHW2dRdoUWQgghhBBCCHvJwKIQQoiQSor1UlRuBgSLKqqp8WnSGzgUGg6+zmKJzFgUQgghhBBCCGvJwKIQQoiQMjMWa9BaN7ojtN8EZ53F7xoZWPQfCp0QLTMWhRBCCCGEEMI2MrAohBAipJJiI6n1acqqaik8yMCif53FuesK0Vrv9/liZ1doGVgUQgghhBBCCPvIwKIQQoiQSnIOWy6qqGZnSSUA6QkNr7EIe9dZzNtVvt/niitqSIj2EuFRrRMrhBBCCCGEEKLFZGBRCCFESCXFmtmFReU1Bz0UGvaus9jQ4dBFFTWycYsQQgghhBBCWEoGFoUQQoTUvjMWDz6w6F9nsaENXEoqqmVgUQghhBBCCCEsJQOLQgghQiop1hlYLK+uW2PxQIdCH2idRf+h0EIIIYQQQggh7CMDi0IIIUIqyZlhWFRRXXcodEp85AH/j3+dxZ0V+55eXFFDYsyB/68QQgghhBBCCHfIwKIQQoiQ2jtjsYadJZUkRnuJ9kYc8P/411lctXvvjMXqWh/l1bVyKLQQQgghhBBCWEoGFoUQQoRU3RqLzqHQaQmNr6/o519ncXXAwGJpZQ2AzFgUQgghhBBCCEvJwKIQQoiQqtsV2jkU+kAbt/j511lcvUvXrbNYXOEfWJQZi0IIIYQQQghhIxlYFEIIEVL+Q6F3l5kZi6nxjW/cEmhi7zQKKyFvVzlgBiYBEmXzFiGEEEIIIYSwkgwsCiGECKmEKC9KmQHCWp8mvQmHQsPedRa/W7cTkBmLQgghhBBCCGE7GVgUQggRUh6PIjHaS+7OUoAmHQoNe9dZnLPfwKKssSiEEEIIIYQQNpKBRSGEECGXFBvJ1j0VQNMHFjMTY8iKg7nrCtFaU1LpHAotMxaFEEIIIYQQwkoysCiEECLkkgJmGaYnNG2NRYD+nRSbd5eTt6u8bsZiggwsCiGEEEIIIYSVZGBRCCFEyPl3hoamz1gEM7AIZp1F/8BikhwKLYQQQgghhBBWkoFFIYQQIRc4GNiSgcU563bu3RVaZiwKIYQQQgghhJVkYFEIIUTIJcW27FDo5GhFn4x45q4rlM1bhBBCCCGEEMJyMrAohBAi5AJnLKbEN29gcGLvNDbvLmfF1iIAEqJlxqIQQgghhBBC2EgGFoUQQoScf43FxGgv0d6IZv3fib3TAFi4cTfRXg9RXvlVJYQQQgghhBA2kldrQgghQs4/YzEtoenrK/pN6J1a93c5DFoIIYQQQggh7CUDi0IIIULOv8ZiczZu8ctMjKFPRrz5OrJxixBCCCGEEEJYSwYWhRBChJx/QDA1vukbtwTyHw4tO0ILIYQQQgghhL1kYFEIIUTI+WcsprfgUGjYO7CYIAOLQgghhBBCCGEtGVgUQggRcv5DoDMSWzZj0b/OYqfYlg1MCiGEEEIIIYRofTIVRAghRMj1y0zg/84cxtGDMlv0/zMTY/jvhaPpkxkf4jIhhBBCCCGEEKEiA4tCCCFCTinFBeN7BPU1ThreJUQ1QgghhBBCCCFagxwKLYQQQgghhBBCCCGEaDYZWBRCCCGEEEIIIYQQQjSbDCwKIYQQQgghhBBCCCGaTQYWhRBCCCGEEEIIIYQQzSYDi0IIIYQQQgghhBBCiGaTgUUhhBBCCCGEEEIIIUSzycCiEEIIIYQQQgghhBCi2WRgUQghhBBCCCGEEEII0WwysCiEEEIIIYQQQgghhGg2GVgUQgghhBBCCCGEEEI0mwwsCiGEEEIIIYQQQgghmk0GFoUQQgghhBBCCCGEEM0mA4tCCCGEEEIIIYQQQohmk4FFIYQQQgghhBBCCCFEs8nAohBCCCGEEEIIIYQQotlkYFEIIYQQQgghhBBCCNFsMrAohBBCCCGEEEIIIYRoNhlYFEIIIYQQQgghhBBCNJsMLAohhBBCCCGEEEIIIZpNBhaFEEIIIYQQQgghhBDNJgOLQgghhBBCCCGEEEKIZpOBRSGEEEIIIYQQQgghRLPJwKIQQgghhBBCCCGEEKLZZGBRCCGEEEIIIYQQQgjRbDKwKIQQQgghhBBCCCGEaDaltXa7YT9KqUqgIIRfMgEoCeHXiwXKQ/j1wP7GjtYH9jd2tD6wv7Gj9YH9jR2tD+xv7Gh9YH9jR+sD+xs7Wh/Y39jR+sD+xo7WB/Y3drQ+sL+xo/WB/Y1t3ZehtY4O4eXtT2vd7j+AvBB/vdc7WmNH6wuHxo7WFw6NHa0vHBo7Wl84NHa0vnBo7Gh94dDY0frCobGj9YVDY0frC4fGjtYXDo0drS8cGm3va8mHHArdMm+4HdAEtjfa3gf2N0pf8GxvtL0P7G+UvuDZ3mh7H9jfKH3Bs73R9j6wv1H6gmd7o+19YH+j9AXP9kbb+8D+Rtv7ms3KQ6FDTSmVp7XOdrvjQGxvlL7g2d5oex/Y3yh9wbO90fY+sL9R+oJne6PtfWB/o/QFz/ZG2/vA/kbpC57tjbb3gf2N0hc82xtt6OsoMxbvczugCWxvlL7g2d5oex/Y3yh9wbO90fY+sL9R+oJne6PtfWB/o/QFz/ZG2/vA/kbpC57tjbb3gf2N0hc82xtd7+sQMxaFEEIIIYQQQgghhBCh1VFmLAohhBBCCCGEEEIIIUJIBhaFEEIIIYQQQgghhBDNJgOLQgghhBBCCCGEEEKIZpOBRSGEEEIIIYQQQgghRLPJwKIQQgghhBBCCCGECCtKKeV2g5CBxYNSSnndbhBCtJz8shFCCCHspJSKcLtBtC65jYVomFLK+rEY2xuVUtFaa+12hwAlt0PDlFIjgfFADvCV1nqGUkrZcsdVSsUBI4AKYIvWOt+mPrC/USmVhrmNI4DNWuuFNvUFsrUrkO2NtvaFwePE9r6weRwLIZpGHsMto5TKwPw89AKRwHta60p3q/ZSSvUCJgOpzklPaq3Lnc95tNY+1+Kw//oD+xttv42dDtuvw1hgOFCN6Zuvta5xt2ov2/sAlFKpwDggCvP88EOtdZW7VXsppYYBhwKZwAKt9bu2/d6zvVEpdQhwJNAfmAM8AaC19tnws8b5WXgI5ufMCq31DzZdfxD6RhlYbIBSKhH4FlgCTAS+1VpfopRK0FqXuFsHSqkE4EXMA6kP8DZwkda61s2uQLY3On1vARlAGrAYuFxrvcPVMIdSKho4CZijtd7idk9DbG90nvj8HPhMa7004HRrfqiHyePE9j5rH8cASqlIIEVrvd3tlobY3geglIrCvIhZatOLPz/pC14Y/D4Jh+swEZgJxALRwB7Mi4WHtNbPuZgGgFIqCZgFlAJVQCLmzfu7tNb3upgG2H/9gf2Ntt/GEBbXYQLwOtAb6A5sAX4AntFaf+pmG9jfB3W38YdACtAJc1/cBtyntZ7mYhpQ9zj5DnPdxQBlwDla6yJXwwLY3uj0LXA+ajD3xYu01htdDXM498EvgFrMwOxCzPVnxesnaJ1Gq6e2uuhRzJPHi4D/A85TSv0ZuEcp9bEzgu+mxzCzhw4HRmFGmn8NVk1Xtr3xcWA7MAbzbkxP4Baw5vD3R4E3gFuVUkc5P0ABa64/sL/xYeBu4E9KqauUUl0BtNbaosNybH+c2N5n++MY4GkgVyn1S2cQzza294F5F/p74K9Kqd6ByxtYstSB9AXP9t8n4XAdPgFs0FqPAKYAfwe+Bn6nlPqvUqqTm3HAf4FlWutDgJOBy4B/A79RSn2olMp2tc7+6w/sb7T9Ngb7r8OngHLgCGAQZpLL+cCdSqkrwPWfObb3gXluuAUYiXl++A5motC/lFJ3KKW8Ljc+gpnleSxwAWZ273lKqX8ppV5VSo13sc3P9saHgVla63OBX2HezLhCKfWUUup7pdTR7ubxOLBSaz0BmAoMBk5QSv1eKXWXUmqwu3lAazRqreUj4AMYinlXI97593fAK5gfTOdh3uV60cW+wYF9zml3Ah/XO99RgEcaG+wbCGwGkgJOuwYzS9UTcNoFQIQLff2An4A/Y6Z2Lwf+hhnYiXHO4wEudaMvHBoxs+uWAzcCL2NeED4BnOq/3Z2+PwCRLl2Htj9ObO+z+nHsXPYAzJPbx4DdmBmVU+udJwIYLn2NNvYHcoE7nPvjRuBnQLr/dnYey8e5dD+UvuAbbf99Eg7XYSfMrKHh9U7vDPzC+dzZbrQ5HQnAl8BR9U6Pdq63L4EbXOyz+voLh0bbb+MwuQ6zgRX+n3vOab2BjzFHZ6wEekrfARuzMM9lUgJOS8a8cfWw8/vFzec0mU5fTsBp7wGfA88C05zrM0oaG+1LwTxXGBNw2pvAV8BfgOeApUCqS33dgFVAWsBpnwKfYGYIzgCecuv2bc1GG94Fts1Q4GGtdakz2t1Za32B1nq+1vo1zNTqAUqpdJfe7TgGeMPp899+TwA5SqluAEqpBzC/GN1aW8D2xonAu0BFwG34BuZwyj4BfSdqd6Ys9wZmAw9qrScCzwCXAA8BlzuH+D4JnOJSXzg0dsE8QXxFa30h5slEb+C3mBmMfZ2+o7TW1S70gf2PE9v7bH8cg2mcgbnfDQYWAR8qpaYHvBP4BHC5K3X294H5nfyl1vo2rXUW5o2+RzAzEKY653kSONel+6H0Bc/23yfhcB2WAcU4M8r9tNb5WuvHgPmY69KVmdzaLCNUCNxQ7/RKrbX/hcwZzmGWbrD6+nNY3RgGtzFYfh0CCvMm3zEBp+VjDkW9GnOExultXrWX7X1gDnsuw0wG8qvGPC+8HVgHnOtCV2BLFXCzUsqjlJqM+T1yvtb6CswbvemY34vS2LAKzKzZPyulYpVSJwOnAKdrrf+OmSVd7mKfdhqvAlBKjQAOAy7TWh8JvASMVEr1cKkPWqvRzdFSGz8wi9AmOn9PBIY6f/fPYByDOZ4/2aW+yZh31fzvknsxC9Muwmyw0BkzHTjHxevQ6kbMi4QLA/oinT+/BU7ArNVW4mJfBGZNmuiA09IxU5bXA58BPpdvYw/msNMoixs71evrBNyGOeRlttPX08U+2x8ntvdZ/Th2WnoBkwiYZYUZzJvtXHdPO/fD3tLXaGMqZm27wJ+HWZh3z6uBD5zGXi73xVjal2Lz9ef0WP37xPb7YEDTWcBczGFhXet97hDMm21xLvZNwhw2eR8wpN7nhgDLCJiBLtdf+DXafhvbfh1inv+/jpkRNhazDM3TwEfO5+8A/unidWd1X0DnPc7P5XMxA4zPAx84n7sBs/SGK7PLnYZfYMYSfnTui08EfK47ZoZ8usvX4S8wA+1WNgInYmafLse8afF0wOe6AHlApot9/8SsNzsXM/vzsYDP9QFW49KMytZsdO2bsfnD+cHpf7Gq6n3uI+Bel/sSAjr9G/B8inmR/Q5mxqXb12Fs/evPpkYCDu8MOO1/wM2YWVD/damr/v3NC3gD/t0b8wLm727fxgFNHvYdmHC1MfCxG/AReGhsZ8y7mXdYcN1Z/ViWx3FIGqOdPz31Tj/FeZzc7nJfRP3b2KY+p8Xrvw7r/awZ5jT+zZK++j+vbenz/2yx7voLaPPfD636fRLQ4X/jwrrrMKAlGXgQc3jTo5gBlB6Y2USfYzancPM2jsPMjp6NGZz4DWZJi2zMIWyu/D4J6EvDHN1g1fUnt3HHuJ0DfgaOxGyisAlz2PErOIcrYp5/3ebyfXAoZsBpI2ZQx5o+9j7/74vZbHAe5vDsR3EOjXYa73S5Lxkz0D4YuNJ5bHRzPvcRZva+a7ex05GEeUNtIHCFLY0Bj+NozBt83YAznMdKf+dzHwMPuNTnfxxnA8dj3qy4GXgVZ1Ia5uhXV/rqtXZxGicAN4WiUXaFDuBs7lCutd7l/Ltu91ilVAxwEWZnsyyX+roANVrrggY+dw3mycZOrXWbL47sv66UUpG6kUNL3W50GpIBn9a6uIHPnYU5lHKz1rq7C20ezFpTFZhd6kr916X/elVKnQC8q7Vu800WAm5jr9a6poHPe7XWNW42Oh37PI4DTo/QWtcqpY4B3tNax7rR57RY+ViWx3HoOId7qfqNSimP1tqnlDoVeM2t++EBHsdW9Dkt/oG6ivqnOz9rjsXMQohyqS8LqK3/OFZKRWmtq9zqa8bPalevP6clCbOnVv3HiS2/T7oDJQ38PvH/TnbtOgy4nSN0wCHiSqlzMC8SvJi1skqArdoswt/m6t/GznV2OeaF13BgK7BKa32GS33ZQJnWutD597mY6y8Cl68/uY1D2mjt7ez0xGN+3+1x/j0R2Ankaa3LlVLnY94sTXOpLwLzvMv/ungSUABs0lpXuN3nNHkxbwKVO/8eDOzAPF+tVUpdgpkclOlCm/81XiXm8PEa53fI4cAD7N19OV6bzTTauq/ueQPmeY0O+NyRwL2YNYZda3RaugIV/sexc9oQzMZRyZijCMq11oe71JeFeZxsDzjtPOAuzDqz6ZijG0a40Hag2/gCzEZWXwXTaMuuma5SZgew2zEjtr2UUv/RWv8z8AoHxjmf/5ULfSmYad3DgIFKqdmYqeeztNbbnLPNxYze39TWfQ4vUB0wEObR+6815Fqj86TnJsz6AXFKqSe01s8GDh5jNvgoxLzb2tZ9qZg1mvpj3h2aDbyvlPpEa70kYJBnGO7dxlFApf+Fav0nugEvYIfjzm3ciQYexwF9/tbemCn+bS4MHsvyOA6+MRlzyP0YzHqUX2PWilvo3Af960GeAPzOhT6v1rom4HG8z20c8HdX+pymBMw75McCJUqpl7TWH/pbA37WHIV5J7it+w74ONZaV7nZx97HcWO3savXn9N0wMdyQKMrv/Oc2/j/ML8veiulrtBafxNwFtevQ/bezrWwd0Bba/2GUmoa5jFciVkra0lbxzVwGz+ttX5Kaz0TmKmUGo05eiASc8hVW/fVv42v0Vp/obV+XSn1BnASZp0uV64/h9zGwTdafTs38JzhO8zg1xzn8xHOYMpk6q1f2UZ9/ucM/vtgtDbrZn4bcB7X+pzLr/+c4VWt9bta6+UB50nDvMa63oW++q/xvgPeVUrN0Fp/pZS62zl9jfM5N9R/jVf3xqTW+gul1H2YflcaG3iNd7/W+v+cvmVKqTsxh2gXYmaqtnVf/eeF32F2UP9Ka/2aMmsVDscs7fJlW/c56j83DLyNX3EexyODaZQZi4BS6k3MLLH3MWvpXAmcqbXeEHCeaCAr8LQ27PsAs97Vq5iFcf+EGej8GPit1nq7UioOuFhr/URb9zmN/8XsMHqX1voL5zQF5i1M552aGMyioI+60PcGUIs5vKATZmryKQHvrkZg3rU8TWv9hgt9HwBFmHeEdmMGRSYCa4G7tdZz27qpPqXU/3CmdGut33ZO88A+gxGuacrj2G22P5blcRySxvcwgw5fY27jXwOjMYcU/M45j8IcllPY6Bdqvb67MO9GPqa1XhjQg39w1vl3um5gRm0bNb6KeQKUj1nrOFlrfZobLQ05yOP4N25db34Hexy72eZ3sMey25RS0zEzmN7HvFj+BjNTe5TW+gM32/wauZ0jMIdiVR3wP7eBRm7jU7XWRW52+TVyGz+M2Wn0HTfb/OQ2Dp7tt3MjzxnGAPcHPGfwAhla660u9DX0nGGf5/5KqUjMZqd5bd3nXP5BnzM4zQlu3DcP8BpvPWZZpgWqkSMM2rCxsdd4nsbepGzjPqtf4x3geeFM4Jda6z3+QXkXGxt7bhgRcBsH16hdPr7b7Q/MyHc+ewdZ4zEj3XcFnMfNBV4HAlsaOP0IzA+kJUB3l6/D0Zh3TN/HLHr8CNC33nm8brQ5lz0RM13fv7ZFBvATcH3AeZQbbc5l98Esguutd/p4zBOgXKCfy7fxKMwvw1eBDZhFkYfXO08kAWtPtXFfUx7H+6y16EKj1Y9leRyHpHEYsL2B08922j/F3cWux2LWg/sKs37KH3DWzAk4j2uPEefy/YdX+dctzAE2A+e52RXQ15THcbaLfU15HLvyczrg8g/6WHa5b1Lg49i5XedgZrrscW5jtzdqCfuf15bfxktxcdMquY07xu3cTp4zuP37xPbnDAd7jbcRGOByY1Ne40Xj0nNsmjhW42LfwZ4XLgN6uHwbN+X3SVSwl+NBXA48o7XWziEGpcD9wARnliLAc0opVw6rw2wHvlUpNQ5AmW3Vldb6S8wCuj7MoThuOhczxfsvmEV8+wD/U0r90TlMAuA1pVSbTz93/BzzTpvPGYkvAJ4DJvvfdQOeV0r90qW+KswP9FPBvPPn3Mbfa60PxfyCPNOlNr8TMJti3IJ5x7cW+Fgp9aAz/RvMbe/W4+RyDv44fh73DiMH+x/L8jgOXjSw1jmcAKVUlHMbT8M8weiGeaLulqsx69D8FTMb+njgAaXUJcqs7wTwqDLrELnl15h1mmqUUjFa61zME6FD/WdQSv1HmfVg3NCUx/HRLrVB0x7Hryul2nxZlwAHfSwrpV5QSrmyZAVwK/Avp+MyzIYUUzGPnSGYGTFuz6Bt6s9rt27ncL+NE3Cek7lIbuPg2X47t4fnDI/Ic4YDOthrvE3A6S61+TXlNd7/gN+71Hc5TRirwb1lSQ72vLAaONKlNr+m/D55JdjfJx16jUXnF98coCuA3ntYwY+YKd2VSqlBmEEdtx5MeZgp8jdgDo8sV0ac1rpUKfUpcIhS6gXtDDe74CsgUWu9AFiglPoesw38KcBhyqw/dQburE8Zhdm9zAeg907v/QEzhdqnzOK+bt7GmzFrz1yjlPpS711Y2j8d+T1gtKq3pmEb+xJz6OZazJOgpZi1TK4E5ihzKMeZmF/wbSpMHsdg/2NZHsfB24hZrP43mENiq6BuXaxlSqk5mLWoPnap7yvMLtVfKqW+wVxfp2NePIxXSq0ArsE88WhzyqyTtATzRBu9d9OWb3DWRVVKDcX0/p8bjcjjOCi2P5aVUgp4CfCvHzYQOF+bw5i8Wus8pdTHQHfnhYM876pHbuOQkds4uMZwuJ3lOUMQwuQ5g7zGC0KYvMaz/XkhtNXvk2CnPLaHD8zuRrB3On8SZtpyNvAJ8A+X+8ZifmguA06s97mvgVstuA4j6/07CfPL537ME49b3Lx9gbR6t3Gmc53GY9Y/cPs27o35IbkN80MJ9k7r/wb4mwW3cf1p/NGYqdV/cG7jP7rcZ/Xj2Gmy+rEsj+OQdJ6EOZTkfWBKvc99A/ze5b6oev/OwDxZfN25jf/qcl8PoEu92zkH2Oj83fXbWR7HQfeFxWPZ6Upw/lQBrZ8DN1rQZu3tLLex3MY23cY2387ynCHovnB4ziCv8YLvs/o1HpY/L3Q6Wv33iWzeUo9yFiZVSj2O2eEqQWudY0HPCMyaIGdhjtf/GvODqq/WepBbfQ0JfOdPKfUbzC/Fzi5n1VFKRWqtq5VSr2GeBPXRWvdwsce//XsKZrHXazELvy5w+pK01qPc6jsYpdR1wN+11mlut/jZ9jiu1xQWj2V5HLeoSWHWeTkFuAizftJazLvBw4FJWus+brXper/wA98hV0rdgllgupsbfY1xZsYoYDpmYexDtNbdXeyRx3GI2fRYrnd9+X83B552JvCQhY8Tq29nuY2DJ7dxs3usv53lOUPoWficQV7jhZhtr/HC7XkhtN7vE1ljkb27WzlT4/27Hf0EDAaucy2MvTtuaa0XY941OBmYBfTDTI0/2726vdTeNc6o94voHNxbd69Ovb5q569bgcMBN9dkw/mFE6G13oVZx2QI8AzmF8/jWHYbK7M7XaATgRvbPKgemx/HEB6PZXkcB0cbtdrsqPd74C7MbpSXAqsw16NrbVD3QsZ/WuBhN5djnvS6rt7tXKXN4UIlmMeI2z+v5XEcArY+lgMeJx7/3/0DEkqp4zG7erq1jtM+bL+d5TYOntzGLRcOt7M8ZwgNy58zyGu8ELD5NV44PC+ENvp9ol2elun2BwE7CAF3YLaoB7Ng7t8t67sWZ/etwNPd/qjXeANm7U4FRADHWdgX6fx9JHCPZX1/Z+90b1tv48DHiQcYY3GfFY/jBhqteyzL4zjkjWc0dLpFfRc5f0ZgdnQ/3+2+xhqdv08FHrWsTx7HoWm06rHcyHUYh9nF8yq3+8LhdpbbOCRd1t3GB+mz4jZuwnXo+u3cSJ88ZwhRo/N3G58zyGu80PZZ8RoPy58XNtDYar9POvyh0M7Id41S6m7gKK31WP+UVrfbYO+0c6XUPcCxWusRyt0FXvdTr/EYrfVIt5sCNdTnjNprzJoS1Qf5Eq3d578P/htzHxxj030QGn6cuN0UyPbHMdj/WJbHcYu7Ag8n8DfeB0zVWg9x+zZupO9ezBOJYW51BTpYozNjIhqztk6Zy63yOA6SrY/lA/W52dMQ2xvlNm65gEMnrWw8UJ8tt3E4XIfOXz22PWdopM+q5wxw4EZbnjM4HRE2v8ar12jda7zG+my4DgPug/4+654XNtLYaj8LO/zAIoBSKgPIBwZprVe5eWcIfIFVr28bMNjtPqfH6sYm9nm11jVu9DXEpvtgY2xvtLGv/i8+mx4n7aTPisexUioC8DkvZPyL1w+34ToMhz44aKNrt7Pau3Nj4GmZmMP9XH+c2N7n9DSl0fbb2NWfNUqpgcDawMEam27nJva5eRtb3ef03AQ8o82uxf6BMWt+JzexLxyuQ7cb97n8gN93w7TWqy34eW11n9N0sEa3b+N9Xoda+vrE6sYw7LPm93FAU5s31j+Ovl1TSmVhpr93AvK01p87n8rATIl3/Y7gvwPUuzMMwexa5nof2N/YxD63ntxafx+0vdH2PqdxEGY3tV5KqVla6y+dTw0Bfut2Yzvqc/OJ4ylAltb6yXrX05GYHf7cvg6t7oNmNbr18/q3QCJmXaRAg7HjcWJ1HzSr0fbb2M2fNdcCozCH0eUFfMqK27kZfW7dxlb3ASilrsas+bcbeNa259bN6AuH69Ct++EoYAowSCk1R2v9gvOpI4G73B60s72vmY1u3cZ9gYlAP6VUKfBfrXUp5vXJL9x+HIdDYxj0DQAOAfo6fQ9prUuw5Pex240dZsaiUioas4BmAmZAtQD4ldZ6db3zuXJnUGax1KuAL7XWqxprcvNdGNsbw6DP6vugc9lWN9re51x2NPAdsA4YB3yhtb5c1ZsVU/+dJOkLjz7nsr1AEbALmA88prX+0PlcvPMkyM3r0Oq+cGh07oc7gFO01l8qpRSQAnTSWq8LOJ/0hWmj7X0BjfnAuVrrT5RSnTADJSla6/cDzufKYWHSF5LGGGALMIe9a/+943wu8LmrW48Tq/vCodG5Hy7C7PhcBaQBF2utN9U7n5uPE2v7nMu2utHpm4vZNKYCM4gTBdyutX4o4Hxu/z6xtjEM+mIwz1d3AoVAf6An8E+t9R1u99nQ2JEGFp/GLPZ5tlKqF/ASsE5rfYmbg3UBfQ8DVwOvAZ8An2itC5zPub6OgNNhdWMY9Fl9HwT7G23vA1BKPYV50XKWUupnwIPAX4AeQBbwJ631T9IXnn1+SqmXMIvA52PeXZ2P2Q3uV8CHwAK3BrfDoQ/sbqx3P8zC7Cx5PmY2TC7wO631BjfawqEP7G+0vQ9AKfVXYJTW+nSlVA/gCaAr5ufhHswGCt9JX3j2OY1PAbFa64uc5zg5wCVa6y1udvnZ3gf2NyqlngCStNbnK6W6AP8DZgDdgYHArVrrOdIXvo1OX4rW+hylVDJmN+X/OZ/+HPOzZodbfWB/Yxj0PQZkOM8ZYjGTXM4C/oHZofqCwDclO2Kj5+BnCX/OAMRUnC3ntdbrgX8BQ5RSkf7BCKXUNcqs89TWfT2Ao4E7MXeAXwN/UUpNVUrF+gfElFLXudEXDo1h0Gf1fTAcGm3vcy67P3AKcI1z0oWYGZazge8x77D+2Y02kL4Qe9X587/As0A68A3mkMpqtwftsL8PLG1UZj22K4A/Oic9iRmIuB+4DzOr7ZoG/3MbsL0P7G+0vS9ALeAf3HwBWAacDfQGvgTudmYouEX6gqCUGooZzL7JOelRoA/wlFIqzq0uP9v7wP5GZ4BkFOYwbbTWWzFrPp4KlGFmFT2plEqVvvBsVEolAoMwyy0AFGmtXwEew7xmiQUOc6PNz/bGMOiLwcz8e9M5qUprXaC1fszp2oP7z7tcb+wQA4uYtbpmApVK1e2O8wlmAGoogFLqn8AZLr2Q6YWZ3v2k1vos4DlgOOYJ7x+VUt2VUg8CZ7v4YtD2Rtv7bL8Pgv2NtveBOXT3Sa11oVLqMKCv0zNbm7VgPgKGKqVSA74H6QufvkAzMYdojNFaPwjcBiQBa4BnlVJHuRmH/X1gb+NYQAG3KqX+APQDrtZaP6K1fhX4FjjUxRettveFQ6PtfX55wHilVDfMC+g/abP0xy7gEczz+B7SF7Z9VwP3a623K3PI7jzgdCAbuMHFLj/b+8D+xmrMoZ3XAyiljgTOAc7RWv8euAsox8yylL6G2d5Y5nz8HMxa/84EhxMwb4zPA851qc3P9kar+7TWFZg3qa5w/h24vMKPwNvAkUqptA7dqLVu9x+Y0dvTAa/z7yjnz5nAlUA8UAwMcLExE4gJ+HdnzLTVWZjpvz43+8Kh0eY+zC+704FIi++DVjfa3ue0RAPJmBesacBY5/R4588RmMM9U6Uv/Poa6D0SeMv5+9nAKsyT3ceBLtIXvo2YQe0vnN8bf3BO898PR2MGnpKlL3wbbe9zOjKB5c7Pve8xg/D+zyVg1qJ183EifS1vU8CQgH97nNO8wN+AUuBMF687q/vCpdHpOguzvMIy4GvgxYDPpWEGwLtJX/g2YmbNzgUewkxqeRn4wPnc8cBbBLxGlcaw7BuGOZz4dWBcvc91w6z/me7ybexqY0daY3Gfhf+d0x7CLB7fHyjWWl/pQlf9rcAjAZ/eO8qcg3lS9IjW+rdt3RcOjbb3BXRFaa2rnHdgfFprbcN9MJwabe+rTzlre/rvo0qpt4AtWuvr3G4D6QuWUiod+AAzQ/qPmDXZXldKJWmti1yNw/4+sK9R1VuPVyk1Gdijtf4x4H44HXM//JX0hV+j7X31ObO3bwWOwWxsdS0Qg5mls1FrfZWLedIXIkopD2aijnb+/S/gNOA0XW9DQjfY3gf2NjrPWTMwSywMBW4BTtVab1RKvQ1s11r/TPoaZ3ujUioJc5jpBGAkZnmXJ7TWO5VSHwJrtda/dqsP7G+0uS/gucF5wKWYo20WAM8AEcADwCaXXyO73thuBxYDrtxIrXV1I+c5BnMo5Tagh27jjR+cAbBBmKm/ABv8rQEDKJMxs+3i27ovHBrDpG8w5l3Tffqcz7t6HwyHRtv7AhobvB86n4/CzMJ6AMiy6XEifc1qHIg53KauUSl1JvAi8BnmxYsrv1Rt7wuHxnp9XmC93ncn8gjgPMyGQm49TqztC4dG2/saaKzVWq9XSvUDLgfOcD73I2b5lyt0Gy/9IX0ha2zweY3/dYtSahRwD3CcS9ehtX3h0FjveU0N5o2KKqXUMOApzOzKSszPoSkuP++yri8cGuv1lWittzmn120mqZS6Evgn0NWC69C6Rpv7AsaS9tkc1BlXOANzZMNkzJE2KzEbo7T1zxmrGr2t9YUt4MUs/u7/JRPRwBW5CHMs+u0uPJCSMDva9nE+5gALlFJvaa2/0VpXOWcdDdzo0g8jqxvDvc852yJgPXCHjbex24229zWjcQJmcyFb74fS17LG6ZhDM24HPnZxQMzqvnBobOL9cCBwBPAbSx8nrvWFQ6PtfY00/qCUmos57O8WZdaK9mKWjVjf1o8X6WuVxvrPXasBtNYLlVLH6oDZtdIXHo0N9M0F5vv7lFK3YdZ1LQS+s+BnoVV94dBYr68v8L1S6nvgbf/vE+eNqjjseO5qXaPtfewdS/IPcEZqrau11rOVUnMw6/PWYjaWWePGGyy2NbbnGYuvYhb8vEJrPd05zQOg9+4QrICjtNafudA3DfNOy+8w6/tcg1lMvBp4Vms9ra2b6rO9sT30Oe/UHKG1nimN4dfXjMZEIFNrvVb6wqvvII0+4CGt9QdudPnZ3gf2NzbxfhiHuR/mSl/4Ndred4DGcZgXBo9rrd9yo8tP+oLXxPthBOaQXjcG7azuC4fGA/TVAo9prd9R9ZZkkL7warT9NSjY3xgGfQ2NJXkx42cNHg3b1qxr1C4uMNlaH5ip8duB1zBTa2cDQ+udxwt0cqmvG2ZhzU71Th8NvIFZWHOIG23h0thO+oa60RYujbb3hUOj9LVJ43rLr0NX+8Kh0fb7oe194dBoe18TG9dZ/rxG+oJvDIfnrnIdBte3HhgmfeHbaPt9MBwaw6CvqWNJWdK498ND+3QU8A5mW/ojMdOklyilnnGm3YJZm+E3LvVVYXavPR/qZk6itV6gtT4H8+TH7cWkbW9sD31ubzJie6PtfWB/o/QF72CNa7D7OnS7D+xvtP1+aHsf2N9oex8cvHEtdj+vkb6Daw/PXeU6PLCm/L67wr086/vA/kbb74Ngf6PtfU0dS7rWpT6wsLG9DizOAl7TWudrrecCFwLnAuOBTUqpezC75TztRpzWugD4CjhTKTVEO0PKzrR9MCPP/ZxDPF1he6P0tf9G2/vCoVH62n+j7X3h0Ch97b/R9r5waJS+9t9oe184NEpf+2+0vS8cGm3vo+ljSc+61GdlY7scWNRaLwK+DPh3sTbH6R8L/BG4GfibdmkNHceDQArwtVLqV0qpzpiFNcHcMVZo94/ft71R+oJne6PtfWB/o/QFz/ZG2/vA/kbpC57tjbb3gf2N0hc82xtt7wP7G6UveLY32t4H9jda2xcOY0k2NrbbzVsao5S6ELOAc6LbLQBKqVuAPwDbMNN+k4BYrfUoV8MC2N4ofcGzvdH2PrC/UfqCZ3uj7X1gf6P0Bc/2Rtv7wP5G6Que7Y2294H9jdIXPNsbbe8D+xtt76vPtrGkhrjV2G4HFpWzU5RSKlZrXR5w+svAV1rrx13MQykVpbWucv4eC/wSSABWAD9orde72Qf2N0pf8GxvtL0P7G+UvuDZ3mh7H9jfKH3Bs73R9j6wv1H6gmd7o+19YH+j9AXP9kbb+8D+xjDos3osyWmxq1G7tJNNa37gDJg6f78X6OI/HehvWd/9QGr9093+sL1R+tp/o+194dAofe2/0fa+cGiUvvbfaHtfODRKX/tvtL0vHBqlr/032t4XDo1h1mfdWJKtje1qjUXlACKcf98OHKW13gqgjdUu9vmvb29A3+Fa60KllNLOvcFNtjdKX/Bsb7S9z2myulH6gmd7o+19TpPVjdIXPNsbbe9zmqxulL7g2d5oe5/TZHWj9AXP9kbb+5wmqxvDtM+asSSnydrGdnMotH8qaMC/k4DdwEit9RKlVITWutbFvn0uXymVCOyxpc9psrpR+oJne6PtfU6T1Y3SFzzbG23vc5qsbpS+4NneaHuf02R1o/QFz/ZG2/ucJqsbpS94tjfa3uc0Wd0ofcGzvdHr1gWHilJqIDABOEQptRl4EdiK2VXoZ25fyUqpscARwFSl1FrgVczaARq40u2+cGiUvvbfaHtfODRKX/tvtL0vHBqlr/032t4XDo3S1/4bbe8Lh0bpa/+NtveFQ6P0dYxGCPMZi8pMBV0MFGBmJ07ADJY+BPxba13pnM+VqbVO3xpggfPnUUB/4G2nb5n/fDpgtqU0Sl9HarS9Lxwapa/9N9reFw6N0tf+G23vC4dG6Wv/jbb3hUOj9LX/Rtv7wqFR+jpGYx1tweKTLf0A/gO84/w9FjgSqAKqgXlApst9/wLer3fascAyYAswzoLr0OpG6Wv/jbb3hUOj9LX/Rtv7wqFR+tp/o+194dAofe2/0fa+cGiUvvbfaHtfODRKX8do9H+E7eYtymxLPgx40DmpVmv9BfAwcDlQBpzpTp05Bh5IB5Y4/45zZk7O1FoPAT4H7lFKRUmj9HXURtv7wqFR+tp/o+194dAofe2/0fa+cGiUvvbfaHtfODRKX/tvtL0vHBqlr2M0BgrbgUWtdTmwA7jE+XeV86mzMNNEZwInuVMH2hzjPg84SSkVp7Uug7oBUYD/AnFAD5cSrW+UvuDZ3mh7H9jfKH3Bs73R9j6wv1H6gmd7o+19YH+j9AXP9kbb+8D+RukLnu2NtveB/Y3SF7xwaAwUtgOLjueBiUqp6UqpvymlXgeWa63nYgYWo5RSCS72vYe5jpcrpY7RRrnzuUVAd8xh226yvVH6gmd7o+19YH+j9AXP9kbb+8D+RukLnu2NtveB/Y3SFzzbG23vA/sbpS94tjfa3gf2N0pf8MKhESDsN2+JBM4FjgYmAk8AL2uttyul3gZ2aK2vdjERpVRn4J+Y2ZMLgX8DnTEzLQu11he6mAfY3yh9wbO90fY+sL9R+oJne6PtfWB/o/QFz/ZG2/vA/kbpC57tjbb3gf2N0hc82xtt7wP7G6UveOHQCIT35i2BH0CE86cHM9i4HYhzoUMB/YC0gNO6YQ7Rfg+ze/W3mKmr0S5dV1Y3Sl/7b7S9Lxwapa/9N9reFw6N0tf+G23vC4dG6Wv/jbb3hUOj9LX/Rtv7wqFR+jpGY4Pdbgc080qOAFID/u3xX/n1znMNcL4LfdHAk8ByoAa4r4HzdALSXbwOrW6UvvbfaHtfODRKX/tvtL0vHBqlr/032t4XDo3S1/4bbe8Lh0bpa/+NtveFQ6P0dYzGxj68hJfHgbOVUjcDz2uzoCXauYadv9dibgw3PAYkY6alpgEvKqW+0lq/o5RS2tjtUpuf7Y3SFzzbG23vA/sbpS94tjfa3gf2N0pf8GxvtL0P7G+UvuDZ3mh7H9jfKH3Bs73R9j6wv1H6ghcOjQ3TFoxuNuUD6AtsBV4EioHvgcPrnUcBwwiYwdiGfQMxu1QnBJz2EvBS/fO5eB1a3Sh97b/R9r5waJS+9t9oe184NEpf+2+0vS8cGqWv/Tfa3hcOjdLX/htt7wuHRunrGI0H+ginXaEnY3Z6vhYYCqwDPldKvaKU6uec5xHgcu1c423sLOAVrXWJUirCOe1eYJBSKgVAKfVv4HIX2vxsb5S+4NneaHsf2N8ofcGzvdH2PrC/UfqCZ3uj7X1gf6P0Bc/2Rtv7wP5G6Que7Y2294H9jdIXvHBobFQ4HQo9CzOYWKG13gCcr5R6FHNlz1dKvQD8HBjU1mFKKQUsAaqVUh6tda1zWh4QB3iVUpnAdcCItu4Lh0bpa/+NtveFQ6P0tf9G2/vCoVH62n+j7X3h0Ch97b/R9r5waJS+9t9oe184NEpfx2g8KLenTDbnA4hx/vQEnBYBnAP4gH+43JcS2Ic5NHsJcAQwDXjUguvQ6kbpa/+NtveFQ6P0tf9G2/vCoVH62n+j7X3h0Ch97b/R9r5waJS+9t9oe184NEpfx2hs7CMsZiwqpWIBtNblzp8+53T/aG4xUAXc6lJfnNO1K7BPa62VUi8Dz2N2+OnqRl84NEpf+2+0vS8cGqWv/Tfa3hcOjdLX/htt7wuHRulr/42294VDo/S1/0bb+8KhUfo6RuPBWD2wqJRKAP4EjAV6K6U+Ax4FljpXtnLOeibwZ/8NYFEfwHygO3BRW/eFQ6P0tf9G2/vCoVH62n+j7X3h0Ch97b/R9r5waJS+9t9oe184NEpf+2+0vS8cGqWvYzQ2mbZg2mRjH8B04H3MlX0VsBAoB+4MOI8C0i3uSwH+bvl16Fqj9LX/Rtv7wqFR+tp/o+194dAofe2/0fa+cGiUvvbfaHtfODRKX/tvtL0vHBqlr2M0Nvl7cTvgAFfyYKCggdMvAXYDH+Icg25xX2oYXIeuNUpf+2+0vS8cGqWv/Tfa3hcOjdLX/htt7wuHRulr/42294VDo/S1/0bb+8KhUfo6RmNzPjzYKwFYo5TKAlBKRQForV8EDgN6AePdy2tS3zj38gD7G6UveLY32t4H9jdKX/Bsb7S9D+xvlL7g2d5oex/Y3yh9wbO90fY+sL9R+oJne6PtfWB/o/QFLxwam8zmgcVcIBu4HkBrXaWMKK31EuAHzBUufY3Lxe5G6QteLnY32t4H9jdKX/BysbvR9j6wv1H6gpeL3Y2294H9jdIXvFzsbrS9D+xvlL7g5WJ3o+19YH+j9AUvF/sbm8zagUWt9XbgRuAypdR0pdQ4bVQ5Z+kOlEhf42xvlL7g2d5oex/Y3yh9wbO90fY+sL9R+oJne6PtfWB/o/QFz/ZG2/vA/kbpC57tjbb3gf2N0he8cGhsDqXNcdxWUEopHRCklIoGTgMuBPoDy4HPgdHAsVrrntIXXo3S1/4bbe8Lh0bpa/+NtveFQ6P0tf9G2/vCoVH62n+j7X3h0Ch97b/R9r5waJS+jtHYUrYNLEYCnYEjgfe11ruc00dgji8/BRgIvA58oLWeI33h1Sh97b/R9r5waJS+9t9oe184NEpf+2+0vS8cGqWv/Tfa3hcOjdLX/htt7wuHRunrGI0tpi3YQcb/AdwNfAVsxWyzfVbA5/yDoJHSF76N0tf+G23vC4dG6Wv/jbb3hUOj9LX/Rtv7wqFR+tp/o+194dAofe2/0fa+cGiUvo7R2OLvze2AgCvyKCAPGA6kAXcBbwMRAVeyR/rCt1H62n+j7X3h0Ch97b/R9r5waJS+9t9oe184NEpf+2+0vS8cGqWv/Tfa3hcOjdLXMRqD+v7cDgi4omcDvw7491igEOhb77QE6QvPRulr/42294VDo/S1/0bb+8KhUfraf6PtfeHQKH3tv9H2vnBolL7232h7Xzg0Sl/HaAzmw4pdoZ1jyiuBd51/K631POBH4HjntNHATMAnfeHXKH3tv9H2vnBolL7232h7Xzg0Sl/7b7S9Lxwapa/9N9reFw6N0tf+G23vC4dG6esYjcGyYmARWAL8G0iod/pHwCDn7w8CD2uty9oyzGF7H9jfKH3Bs73R9j6wv1H6gmd7o+19YH+j9AXP9kbb+8D+RukLnu2NtveB/Y3SFzzbG23vA/sbpS944dAYHLenTB7oAzgXeBM4G9jkdk+49YVDo/S1/0bb+8KhUfraf6PtfeHQKH3tv9H2vnBolL7232h7Xzg0Sl/7b7S9Lxwapa9jNDb5e3E74CBXdHcgH6gGznC7J9z6wqFR+tp/o+194dAofe2/0fa+cGiUvvbfaHtfODRKX/tvtL0vHBqlr/032t4XDo3S1zEam/rh333GSkopL2ba6G6t9SS3e+qzvQ/sb5S+4NneaHsf2N8ofcGzvdH2PrC/UfqCZ3uj7X1gf6P0Bc/2Rtv7wP5G6Que7Y2294H9jdIXvHBobCqrBxYBlFJRQLLWusDtlobY3gf2N0pf8GxvtL0P7G+UvuDZ3mh7H9jfKH3Bs73R9j6wv1H6gmd7o+19YH+j9AXP9kbb+8D+RukLXjg0NoX1A4tCCCGEEEIIIYQQQgj72LIrtBBCCCGEEEIIIYQQIozIwKIQQgghhBBCCCGEEKLZZGBRCCGEEEIIIYQQQgjRbDKwKIQQQgghhBBCCCGEaDYZWBRCCCGEEEIIIYQQQjSbDCwKIYQQQgghhBBCCCGaTQYWhRBCCCGEEEIIIYQQzfb/bLUHa32uLjYAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df1 = df.iloc[0:200, :]\n",
    "\n",
    "\n",
    "df2 = df1[['adjClose','ema_short', 'ma_short']]\n",
    "\n",
    "df2.plot(figsize=(20,10), rot=60);\n",
    "ax = plt.gca()\n",
    "ax.xaxis.set_minor_locator(mdates.DayLocator(interval=5))\n",
    "ax.xaxis.set_major_locator(mdates.DayLocator(interval=10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "id": "236940ef",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2 = df1[['adjClose','ema_long', 'ma_long']]\n",
    "df2.plot(figsize=(20,8), rot=30);\n",
    "ax = plt.gca()\n",
    "ax.xaxis.set_minor_locator(mdates.DayLocator(interval=5))\n",
    "ax.xaxis.set_major_locator(mdates.DayLocator(interval=10))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "704b82cf",
   "metadata": {},
   "source": [
    "# 计算MACD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "id": "2a5ca823",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['macd'] = df['ema_short'] - df['ema_long']\n",
    "df['macd'].plot(figsize=(20,8), rot=60, grid=True);\n",
    "ax = plt.gca()\n",
    "ax.xaxis.set_minor_locator(mdates.DayLocator(interval=5))\n",
    "ax.xaxis.set_major_locator(mdates.DayLocator(interval=10))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1d99063e",
   "metadata": {},
   "source": [
    "# 画出一个0线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "id": "e139eadb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df['macd'].plot(figsize=(20,8), rot=30, grid=True);\n",
    "plt.axhline(y=0, color='red', linestyle='--');\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fdf73597",
   "metadata": {},
   "source": [
    "# 计算macd信号线\n",
    "## 对macd取 ema(9)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "5dfb1119",
   "metadata": {},
   "outputs": [],
   "source": [
    "ema_signal = 9\n",
    "\n",
    "df['macd_signal'] = df['macd'].ewm(span=ema_signal).mean()\n",
    "df['macd_bar'] = df['macd'] - df['macd_signal']\n",
    "\n",
    "df1 = df.iloc[0:200, :]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "561713b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1280x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = np.where(df1['macd_bar'].values > 0, 'r', 'g')\n",
    "df1['macd_signal'].plot( rot=60);\n",
    "df1['macd'].plot( rot=60)\n",
    "plt.bar(df1.index, df1['macd_bar'], color=colors)\n",
    "\n",
    "plt.axhline(y=0, linestyle='--', color='gray');\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1a1d0282",
   "metadata": {},
   "source": [
    "# 看短一点的时间"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "06539ed6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2 = df.iloc[50:150, :]\n",
    "colors = np.where(df2['macd_bar'].values > 0, 'r', 'g')\n",
    "df2['macd_signal'].plot(figsize=(20,8), rot=30, grid=True);\n",
    "df2['macd'].plot(figsize=(20,8), rot=30, grid=True);\n",
    "#df['macd_bar'].plot(linestyle='--', color='red')\n",
    "plt.bar(df2.index, df2['macd_bar'], color=colors)\n",
    "\n",
    "plt.axhline(y=0, linestyle='--', color='black');\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "937cc960",
   "metadata": {},
   "source": [
    "# 把价格和macd画到一张图上看"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "id": "f3fd194e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x11ff99130>"
      ]
     },
     "execution_count": 88,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1600x640 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(24, 20))\n",
    "fig.suptitle('price and macd', fontsize=60)\n",
    "axs = fig.subplots(2)\n",
    "\n",
    "df2 = df.iloc[50:150]\n",
    "df2['macd_signal'].plot(ax=axs[0], figsize=(20,8), rot=30, grid=True);\n",
    "df2['macd'].plot(ax=axs[0], figsize=(20,8), rot=30, grid=True);\n",
    "axs[0].legend()\n",
    "df2['adjClose'].plot(ax = axs[1], figsize=(20,8), rot=30, grid=True);\n",
    "\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "7b5c24c7",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
